{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "-- This itorch script demo how use pretrained model to captioning an image, and visualize the attention."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "-- Download the model, if you already download skip this step. \n",
    "path = 'save/'\n",
    "model_path = 'save/coco_train.t7'\n",
    "if not paths.filep(model_path) then\n",
    "    os.execute('wget -N -P ' .. path .. ' ' .. 'https://filebox.ece.vt.edu/~jiasenlu/codeRelease/AdaptiveAttention/model/COCO/coco_challenge/coco_train.t7')\n",
    "    os.execute('wget -N -P ' .. path .. ' ' .. 'https://filebox.ece.vt.edu/~jiasenlu/codeRelease/AdaptiveAttention/model/COCO/coco_challenge/coco_train.json')\n",
    "end  \n",
    "-- Download the vocabulary file.\n",
    "vocab_path = 'data/cocotalk.json'\n",
    "if not paths.filep(model_path) then\n",
    "    os.execute('wget -N -P ' .. 'data/' .. ' ' .. 'https://filebox.ece.vt.edu/~jiasenlu/codeRelease/AdaptiveAttention/data/COCO/cocotalk_vocab')    \n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "require 'torch'\n",
    "require 'nn'\n",
    "require 'nngraph'\n",
    "-- local imports\n",
    "require 'visu.DataLoaderResNetEval'\n",
    "utils = require 'misc.utils'\n",
    "require 'visu.LanguageModel_visu'\n",
    "net_utils = require 'misc.net_utils'\n",
    "require 'misc.optim_updates'\n",
    "\n",
    "require 'cutorch'\n",
    "require 'cunn'\n",
    "require 'cudnn'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Loading model from: save/coco_train.t7\t\n"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "rnn_size: 512 num_layers: 1\t\n",
       "input_encoding_size: 512\t\n",
       "dropout rate: 0.5\t\n"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "total number of parameters in LM: \t17422177\t\n",
       "total number of parameters in CNN_conv: \t57992704\t\n"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "constructing clones inside the LanguageModel\t\n"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "opt = {}\n",
    "opt.checkpoint_path = 'save/coco_train.t7'\n",
    "opt.vocab_file = 'data/cocotalk_vocab.json'\n",
    "opt.beam_size = 3\n",
    "\n",
    "vocab_file = utils.read_json(opt.vocab_file)\n",
    "\n",
    "ix_to_word = vocab_file.ix_to_word\n",
    "vocab_size = utils.count_keys(ix_to_word)\n",
    "\n",
    "local loaded_checkpoint\n",
    "if opt.start_from ~= '' then -- just copy to gpu1 params\n",
    "  print('Loading model from: ' .. opt.checkpoint_path)\n",
    "  loaded_checkpoint = torch.load(opt.checkpoint_path)\n",
    "end\n",
    "\n",
    "local lmOpt = {}\n",
    "lmOpt.vocab_size = vocab_size\n",
    "lmOpt.input_encoding_size = 512\n",
    "lmOpt.rnn_size = 512\n",
    "lmOpt.num_layers = 1\n",
    "lmOpt.dropout = 0.5\n",
    "lmOpt.seq_length = 20 -- Max sequence length for the caption.\n",
    "lmOpt.fc_size = 2048\n",
    "lmOpt.conv_size = 2048\n",
    "\n",
    "protos = {}\n",
    "\n",
    "protos.lm = nn.LanguageModel(lmOpt):cuda()\n",
    "-- initialize the ConvNet \n",
    "if opt.start_from ~= '' then -- just copy to gpu1 params\n",
    "  protos.cnn_conv_fix = loaded_checkpoint.protos.cnn_conv_fix:cuda()\n",
    "  protos.cnn_conv = loaded_checkpoint.protos.cnn_conv:cuda()\n",
    "  protos.cnn_fc = loaded_checkpoint.protos.cnn_fc:cuda()\n",
    "else\n",
    "  local cnn_raw = torch.load(opt.cnn_model)\n",
    "\n",
    "  protos.cnn_conv_fix = net_utils.build_residual_cnn_conv_fix(cnn_raw, \n",
    "                      {backend = cnn_backend, start_layer_num = opt.finetune_start_layer}):cuda()\n",
    "\n",
    "  protos.cnn_conv = net_utils.build_residual_cnn_conv(cnn_raw, \n",
    "                      {backend = cnn_backend, start_layer_num = opt.finetune_start_layer}):cuda()\n",
    "\n",
    "  protos.cnn_fc = net_utils.build_residual_cnn_fc(cnn_raw, \n",
    "                      {backend = cnn_backend}):cuda()\n",
    "end\n",
    "\n",
    "protos.transform_cnn_conv = net_utils.transform_cnn_conv(lmOpt.conv_size):cuda()\n",
    "-- criterion for the language model\n",
    "protos.crit = nn.LanguageModelCriterion():cuda()\n",
    "\n",
    "params, grad_params = protos.lm:getParameters()\n",
    "cnn1_params, cnn1_grad_params = protos.cnn_conv:getParameters()\n",
    "\n",
    "print('total number of parameters in LM: ', params:nElement())\n",
    "print('total number of parameters in CNN_conv: ', cnn1_params:nElement())\n",
    "\n",
    "assert(params:nElement() == grad_params:nElement())\n",
    "assert(cnn1_params:nElement() == cnn1_grad_params:nElement())\n",
    "\n",
    "if opt.start_from ~= '' then -- just copy to gpu1 params\n",
    "  params:copy(loaded_checkpoint.lmparam)\n",
    "end\n",
    "\n",
    "protos.lm:createClones()\n",
    "\n",
    "-- finish loading the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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f2yJAPC8rB+2Pc35OYpgHJPsWJCmInZO1Z+NPFnf/arKw8fmXxzdf4rVzGmqGKSMJEWmn7zsg5xb5ueOj1Iax1bUhQuPD7egaPt0NvfmHMInAdaNNTRpHcyhownumhTmwdSn8hpFTw8FaW7UWWbJj5EHn5VBNWf2rcVMTbD1GTU21yzR//ueMiEgJZjav6zrEvi9IpJqGZ3/xd1JVl1JEMjTo2KaC28dX2Mmd964+++Uo9OiT7z/x0rdlbf0r/95/vf+TP33uu/+gtqChWu9dPLu3e+m1r5/80T9Z1OHyzdvEDEotkmWbytUMtAywwydjZjKkpNPdD88/cetw7e7+/Xe2nn0ubfakIuKYEgk4V2dguRhjbRoA1Nm4EZNx2bv7k/8n2tlLX/t7cukyYk4lNqvbxsIu6q/gO3f18lVVu5TCTTBfBjV0iZHHA1qrGtoEEbHCRBjT+vjgze9ffuo1f+GCTmt1ApdMK2afZVrzm8u8oDFEUwZaUQEE6eSTjdM3/+LHf+Yuf+f6F389eVidIJwEZMIWmARsuso8GitsghXQKLGcReiSiI1bdMEBnfl0EW8lOwxiY2FyRNxmzMwITEaUzNpw2LKez1FzNG5gq7jf2q01fG2FPLQQ3qqvlvDAluX4Je15/EZ5SGo2m88Y7CDBMCyvDm7ejHGhxkANkhUA6GYC8+OdQn2xfT6Z7X301pe+9XtJce6pFyeHn01mHw63bj186yfDS1cujp9OMZ0+etdSXLv2PECa03fL1Epe1c5QunsxjABzjvY++/m1Ky9PJlUx+KTioQ8SOQgxhKBGbEjLOV3CEcHMGDCGqlKcnXz8w4L81Ze/QykqDOYYy0lpFnxZ7/j8H7Li6mCge9wmA9ksRLMOvBySdf9r4wQDZgEoiOLRo4/T8eT6S79KA5+qirzl7gNm33AzLNW0WZMVNGIuvFG06nRxuGdHj+bzyb2D2fkXf2/92dt1nLuoUQhEzlQJjkWVUva7x4Zn1jnk8pGbkPM4FmQOxq2ax8onTcDOH3CuKnjvCuecK5gdmIlFyT2e6Hz8t9uX3Fr/Mqi0WYWs7EQYAIPbOE+5PQEAqVETXazzIVVtkdFa/gQ1UjUiNavn1QIAiwshPPnirylbEhAZwzVxsU0GmRjDkefTT+5s3nhWYZqmdrIoNs954RTqG6/82md/8ycaDs8Nz08f3Mf2VqqP6pNjYb9+4Umz1Dz2cgaMQKLEIDbNsY0NAiMowZXFYP/BncGF6/21rQcPP/SFMzYGEwNmxgTLP9gUp5hYMjGmtlgDE6bjhx9VR7uDzRtr15+EQXKKrp3nVlkuY3v3ZvOYXezvXjcvmuJxw4HBTXimHCebmQOEc49KZndmkAFrdfDuj0oU28+9QiVrigRmiBExCUzbVJMZBCDARInUyWAdrgp7b5399M8W77xdJr9gJ70LN7/2t9duvRTDgg3KIIjCjB3AkUiFVge1pGltROsYILd+2+Zz28sZxI1vMFH34eekPkGExP30s+O1oRv1y8LzUDxBxTlYVFMiaT0nu3dz91Vf6Oa08UZSoibYt+lrdDq54Q1d2atRdh1aNfSpsbjGNcBMalbHVFWx9AKRehGe/drf0roSYXNE2ia5ycgMlpNOqZoe2WwxvPKEqR7sfnj12iuKZE0rGj33K3//b/7pP37xb//u5XMvRI3x8G49PVtbv+LX1oOATUFFFPMGZTJLMDMngZThWAEiZSUCG0VUjgueTqQ3vP7ML4xP+ue+8IWcgDMzyu19y8gLAhIZMVi9kZops7EKlb2jd/7FdHryzFe/w76XLEApCQmhi0PWpBDMmi6XFgGJmFuGtqTk7R+39fyWQDULmj/UJoNsXCPBQZKRGMHJ4uT+2YcfXHz+q6kUzUJUIwNKIFOIRRMmI2NmmAVTITD1HIWj6fv/Ou1P/Pr1zVvfrAe299Zfra9fHV+7VYcqhRrouFYTaZlIO37fEpoGgK1pIbSlMGsuUVBuiGstk1uybkvwbku4IFI1zg0YVKl4d3bGp6fBqGanz273z2+PzTSHxiXqA22eQtuw05h1m4poV7f9opEZcWfwlgssj/MloxzLs3Bv3CQrjpwgYkCVkqZkejqrVJOjQSIb9K8Prz+9SGcCaKtEGwAgIzCTwdnBO+9tX3vOhMDy4N3vPf/8b8RQA47IEhDt4PoLv/nwb/5849/6L6KG+d77Z/XiwsXbNvASlW1hYa+cH1o8dWEqcUFRwVIQEYR8X1GkokfsjYfsXJzvXbn2VKTKbw+u/LvfTYtgwZRZczTPXYY5G0JGpEJGakoqECPJXXupOjn69Od1vbjx8i+bJkfMJEy6JJNmTX2+K0y18NQSEF7lvc2itbPbmU7HOpuaP6uB1EjMEyNRYGZN6fjuR5jHi1/65WABCpCCIrEYjC2puERUUEoGYkdMsETxLB0f1aePdBr752+Wbzxdczh48G56f/fKU1+mjY00nwmDiBSUswdNtFGjtrLbMT6sZPTbzMOKY+RycjfSZXFjWdHuULuDXV5GFw9TJ8MrbGYaNc1DPcu3bstYHY9vHLGjRtpYf/ckDb1KavlDA+VuhvY5G3dUXbXVZqBKTYmBLFNmax7ZzAhJNaQ4m1eFc+R5vgjPvfKrKglwyYjVCNLk3hqGB7JUV/NwNBs+fyNZUEO9/2h49XoyVTDM2Pnjd+5tPP2kvbM723+72Hx+fnBnPp1vXL6q0z2c3UW1W9YLSYtkEQoWjiAfCN5rrN00qaAOyQiRyLETj2cuD/DxH0GEpIQfSFGI76vrq5RRhsQ9k55xQSQgmALETHWegNwdOr/7XpieDNYvr195WqFGLrKSNZWgjsm009tGvY7rZ/en7qoOKBtVbB1wNhq5qbuoGJlDIyzV++Hs9MHk7sfj7avlzasWohCBSa1JdIJIIaJJTZOU0ivj4jjtf1Yf7pkOitHm4PwLdnNUjoanB59O7n48Wr88fOUNNWCxMGekTZ6+i1dZjnBHoTu7Wtp20+zdPHonpLqht1RCl5PRSZKlvGTmjDVEIBLiyiVYIoMrzMmiPlHN6TA0TWhm2Qup7UrI1tmR9Q5Zmscy05SIuG0RehzyrWsFpxVHXmY6qRHK2r7ZfFLXMcRQwrOgTvTUl75dhzmMWSQvSIN02WmhwrL7yZ2Ni9e0BILMTh6Myi0re6gqWCLCZHK4df76wc7OzV/5nR/94f/w2t997uje+xeHT964eq0+fpMdScnB94wcJ6VIhiQpZcLmpJj2zEUFMwMWEglJikmdR801pXQi7BkJps45MEGJxJkUEBd9z3yfeuvmB1HWjftR+tG8+GL/7T/f3d+9cfvbVvZIAxExJWPrclBop6gDJGr4jK1MQIOpWJY/O2FoSy1gnDsHCBDzgaJj1ISy1zu6/5Y9PNt+/hVyPhmByRFHGBOzUUJQA5OgHHpv4fTh2U/f4dOZ23p6eP2rGLBqMrOy7D16/wd6Mrnw/Kucu60EJgYqyOWse94RYpzbhDgHBeoMti0okLWdnlnftUmg1qdzKqYzz6ypcl6o1cq2DH0EanYRsFaBnIMx4MiILNQWrXHNZJQVoGYqk+NtF0ppxYwbTbIMW7l82XriSjEBBiXt3stVSLXMQJvOn7ZRrqVDZAQKKQoZC2JCWV5ae+rZmc2YxIwMmgVZ+8dkmqyaPHj4zNd+lYzZ8707f33jxW/U1UwEnISczd//sDo3vPTcF6vZ4vZv/Gdv/+H/uHnzG1d+5435SCQskvLCal8vJNaISmJqJFWoOfaMwmJREIeSykUN1eFwMKkm5suCAxTsvHGdV08JlpIkVkBjTVSRGSzBzIs5p94zQdh5X/rEw0vXi5u/8ItrL7yBcC9xGdFLXCh544bFaEsZqGu+olZkEbUNiM0ydNc0FmVoG+XzW4rWb4LEMrIJ+Vjt/fzHfd4YvfZ1m8+QiDgSXLAIMTMxY0GRUqXVabp/rzo8AI/H11+WV64mq+NiikgivqrP9t7+/ua56+tf+fJiNg0wYTLNbT0ByiASMExTVqNoMrhdHyVpEwqsjVnUloObfT+NGZLmd7kTD8vOjlXaR50Zm5kZs1NBUZ+6RukCQJmaDQyaNTQ16oQ6dFnmrz+H692bn89HNUEt27RSu82o7RxtRqWdU2k7QOtSCzGmEAKIRXhWV0+/8EtBEpKzxiVzZZkVESYghuDh3Y82t647X0ZLJDS5/+H6d34roknQTo/31ravhJNjvWaSPKDupTdmN67srNk6eDP1dF7XxFbIyPoHs1pzdbKMNbCRUiwmdRWH0jspah9CECtswGbJ97wlVTVIIRajMUtMKSFqMjFKOTkn3tRmMTnywkrKblHzPPT9ZHRh8NLll5Ledwf3AksiH1AS90hGtSsDeknKmgcm/cA9I69gY0ckBNEmG6No+SmZgdWMQEJIhtyTRjCY5FUIIG9Qp0rF+GT/Ttw7OLf9lL+wHRZTFtGGl8O5vqUqVNP56aGenVgdpej54YXhi1+Q4dA01tUR1EopA9VHn72Hur7w7CsyGs/mE2YSo9xpqkaOJDcrk6k1KYGmAaapkVDb2N/YrXXif5XJNcCfLZ4JhNwP0FYBCMogzUGFmx9UUlMumZXPHlSTQxXngBwilVoGnxOu3UaaFuGb+61qqRZazLokTAZ4tFnORq51DIfUlIyp8UZTMyJok/nJwb0Td42Tq2odQu6WqYM+cfsbIcyJe0yNIjcomcvNYkaRnEw/uf/Ea7+QC2Tz+SFq79ZGWlcAUUGznUfluNy6eSvV6tnunD3cf/rSpLRSGE6iMQnHmkJ0J2kR+30xrlgp9SJjQqk/H2hxNmXx0Q/qOrJWMhjVC3VEMTGbTsNZUi/MmtvKGd5EKUQVUKLgyEFSikqmXtwisMXIxDFVtSgzYCRFpFQVmCol4bKEQTkYifMLlTpByS/IJdePXKoMpRhTOTYZmCvhC2NHKpSMRE2JDGwE4homABN5WCIPkCUUg7Wdn/+rAY83nvmCiqvDjIzMeSelokpne5PP7tcHJyKDcn2rvPQk93tgTwRLZmFuRqTU66+dHN09/fDO5tXne1tbgTSFAOG8I6zZqbfUsA3ACaAtWeC2iS/DH3VIj0ax5HppTq1oA7ftjhS1dgcbchhRTiA1YhixAhQCxJUDm96PO3eof763+Yy5cmVLpCAoqWpDFXWZMVhpp+vibfOnqm3Wubsmp6Y6BtPFZFCruhp1kSfGiABtfLXxr9wopGrJ0jxWVYyl80G57G9t3/pipKRIy+iYFQ4YIGHef/DB2vpFPx4mNXLF0d13n3jy9Wg1MwdK84N7W+cv1MfT0BdOeqfa2xnTmVSDYrDW64tZZFVSTS4iltrve60kleQ2xEx5N8rZwMmisJSKMrEdKo1EqokrNhi2CFWK/f640miLWckgEY2JzRTsnDCBNamYBKes0bxGijb37CZBh72CEwmwSNHVrMQQsEmISSQFLo2sWETnlIimVY2kHPc9EZKapVqVweAycS8VPR6sFf01LcZU9CHDyP0gzkOE2WIyIyZnULj64x/88eWrt8vL2/NFYlbnepSqtH/39HAnHs3Kcr28cHXty69xITEuUCdTMqgpmKOZCMBOdz74np+m61/8erCUUipAKXe4oElPZG5j7a4TrAiXjunY41mgZSwgIyLO3gTAjE21bdTOTMVyfYkMSKJMbKxiic1ZkkjwRX22uP+WBl/c+LoI6rBgjm6FyiAYxxghuX6DpeHaCvAvcw+rSqCx29yx13CbnOhrht0m+LvMkpnmQRARzGCadOXC3FBNQdN8sYCBmRdVePrWL9HIUWiG3ujA3GLFyVtBLh18eOfW7V8mhZCZ0O57P7n9+r+fkhKTM4kHk5OCLj3zfLT4cP7oYaHTIo2GvXHZ84CQ+qAhahChGBaOlHVsmEfadTLyNIVbCzWVPDbmCovBeMMVpzNK4hNxKpKJ02gc5gPfG5kGJ0XQWtSl5KMZRagTs8JbfTYVxzLs9uIAACAASURBVMEzRT+d1evDflJeUAqRHEOVVI1qMrFKE9fETo0sQbnWAHHKSoEca6QkbMreCYhCipymxWzKi2MWR86jZBIvXMTkDqRM5ahYO18UZYkiqR2/9fNrt77sRmvx7BTVaZpM6/ksRXO9teH2LffshhWeNFI1jzFvNRFhqKohCXl1mB09nO3sjM9dHj53o17MxASCRDHrOlrK9ybl00hDyu0b1GFY1ritja0YZjZDar4Bsqb7sengeLz3jQByOd8cyaQgUpXZcZoeLBRu42keblKcRzUnnMDOzJBzqUTJOMYEA8OctKXCJTC3fpkfaaWGbl1B19p+h3w2QwZnbVGaViNCB905J2AppeUtmhQoYgyhjg4QsKo9+9p361CbQdAOlogZwdSDmejg5MGGbLvxMJgaEacqnpyV5y8GCgacHjwYbK7rLESH2dG9A88LnheDYa/skXA0G2jSEFhQRKt9TyxVJmRJC8ykmKuCE3rlIpLI7FA4kitKHPA6UxoQnyaFqfNU9XvezcZABEBQTTWFUdQxY5a4FyNxcn4UEfvgOJtYwXUdR2BhMPO4KGAaSGNIPchiNqdyWEYlYzD5YhCrABVlxBhFmUyJONa1d847OTub9nt9czAhZXMpcSQqQ89IUu/s4GD36D7OnRuNh1wOyts3z+QMNKfdT10a9dYv87nSioK8MCGlSItIaHYEMbExRTI19VKYpcP3flYWo+2nX+CyX1dzsKglMm72Tbbxfll8yJoVy8aGLk1uaMVrl97tzG8F8fKK51xkvm7JxgEiSqYEYhbvXX30aTzb9+6cW7vJRUGAhjnADGWDWXLI9XjK2sg1ZrzMtS1NvtEFXS64KfXmXFoyAmkm/Np++7FKQpclMsq1AstVVCNStZWO5mbOAChRFUNI1Bcksv7g4voXXouI9FjjCRkZsyAZCjv8wXtPPf96pKiOXaSjvQ82tq6rF4u1AXRydurs8lMvTePB5OTw4fnSj0bshBMtSIdkSXUqXJg6BgvNTTlwEI1UOjYXLbEckj01KB5EN5Y4iP2ppUGZFIWlMC58pOTF1Sn5QWngpFaltJ6YGceLxQlTNAz6TmrTcdAU586tHz2sR0HO5uMYBvOgZXE/hL7puZKDH9aox+VwYcbwVawXk7S25qyuJ4pRyWQaCGZKAjObh0Xper1BWbsiqHqWRa8YkpewSAbf64WY+iOcr+L9hztnx+NzT1xYOEvi2ah87oIP8Xi+17f1Nb9dJFOKYmrCpPm4DQWZkUqishxODh4c3nn38vO3/XiYkqVUCUBQkBAnM5/r3W25Myc8MinK3ZDIjN40E9hGN3bUo4PIpn7abFukbtGbdGdmJGqWDysgEAsL0snOyUffl+2nRxdfTI40JSZOpGBniEhIxsbsTImBpg5FYmYw6Z6h6VbPm3CoDTTWgn3jt9Ty9uXX1DTzPLXUPKitZkTz1UqkBLZlIKDmMBozIkqqdQhmJOIWMb386m/EoWioOW9/ako8IDArkdDJ7GCQvNtcjxRcUucHD9//8c0vvK6pEsjRw3vlxtpgUYS0mH/y4wdbl3kYY+k3Ch/AqomSGTM8pxDgbFDHwvemQmIeGoUwY+tJ6i+qcu/O07sP+fioCKGq63o+cyyLUA0KmczmSXkry3wmYRnktLL3DnxuMD6Yzqx06gs36AOuriOVxagoZuIrL5Vp3Sfy/RJCcT4ZDIa1oz5makOjeX+Q+mEhPq5tWBWOFvNNaPLaJ6mjsXg1Cknropw4z84rqSM9I10MhxenkzMOFZyI17Hf6IWHZ6dH75y4m1elGDhfpOkpitI72Z/vHO4/Wl+7vFluSCpgaohCornkgl4Kk+MPfkxqT77xzSrGEK1p9jIlZTCZMnO0VgOu5MmbhL1Sx4xWW5maGNClbtqE4Eo5jLOEaOg0g8zanCE7YVCYxsmp03kKhd94ja9cjMkQRZihgYmVAkzMO1g1Oz50BjGwiRKB4FI0dtljubPnpMmyVueu4mZm1kQ5IzPr9k/lUappLrkZ2my+4TGGw4Aq5854o6R5t9lSIxNR0GjJCjFir8GuvfYrGmphpqaAQ60iApAg5cG7b1+5dRugtn0mzXZ3hl99whSJopuHOc8vPvXc3mRXp/sHFzbdcKsvEkAFgYwcw1jGprVzY0pERqEe9YaJyCssaS1u89HHwx9/L50csmlSq8QN+v16skgOVNezqTmoSzarQ9AAZphVIcY6gEkS7WsArFKF5b4RshirsjxLsSh7p2bJGM4pdFH6Gbk0HvZc/1NmN+iNR6PKUI42pkTejbyUxxfOxbkihRNwqILEQGRz587K0dhRrZqUS6stpFiWm9VZqhfe96vCzUknw0GUYb3/yN+9V9y4hhhKkVBNFELeKYX7j94/KNefvvhsLxWBc/x3XLjTBx+mo5PRxWu9jfOLGMRWNqGCLfcWt1sAG4NQYpCC8glozQENmcBoJ3QbqZytquHNLS0ADAoA2aaaojgMRkIaAfY9Fyb1/j1Lan5cja64oseziZKS80iK/MtGcH2juNjfqSezoj9wAJtp3lqhQomNKRFJ3gmeYVtV290yMG0PBdBuw2fzlCLSGPcq1yei1BW3cuRovCpvOllCfxM8mtJB1BRTWgTrCUfEwfjpjademOvMGD6RgRUKIzPNFh/TsU3r3oUto2AkZDqbPCyo1xv2KrXDnYe9td5Yi7Mwx8l7x+NNHvbYUb8oagOzCoSYHNsixh5LUhYvZOiReinPkEYGv/fp+K/+b6t1UAxSJHEkjpKG3sB7RmAzplgHY/KaxLyaWTLnnC98URTz6RzKKWohgFFIAcKenfceIpZUKKW6duqTMS3qWMd0eHSiSRkc9RgkFlEWiSBMbjDmfn9vsH6iNLh0MQ2Gxdomj7en/WHdG576cp50NJ9zHYtqMldUxfqgtAXHQdLk/Dja6bDnFxs6O5zc+fD6zadOCvYEQlAthp75XG//wcN3wsmtK7f6tOngI4X7P/n+ufGF9WdfXgCqtZgaC3IFosncN3nLpYC0Jl+aC6TIUral2gRdkhvixqLQtMVlsxBYBJPAaQIpiZBm/FSlBD8otaoevlVX6jcuyXCdwGS6sFBodOqUyRzFZEJOBq462D27f2+wdX79+pMJcJybx4gIVIah1cfe9zUrWGv611f1ah5UduWOuDepLFtymaQpf2qPCRo08sAIZpC223RVb1BukTI1q0OEReeHi4CXv/qb0cVCORpFVoZ2xyIAKiafvv2TsSwIasYsKsqffvzjJ5//2kwthmlR63wWzt+69tnRzujhR/eeehUDN4i6SIFYJOkQGqRUs3VXWKqdcAW3blYxz2wBktOze8M/+t8nxsOeh0tl6bwroRZTzOdnOc8xRGaBiFZVbmoXsdIXSXU+n4KZkvrSkxkznCLUqSi8psSUN3+z8xI1DbyrU0zOkoYeJJiahwcbC0igZrXGNLWjo8APMZ/P31IBT6EoWcr+2mCs65tbly/NivG03/fnNtDbDr6/L4WRPyWqWWFCqb46tr3d+Va/uP/ok/HF6yRSx6hsC5WaML44Pvl070f6s+cuPTeY0OTB3evPftlG/bqeDc0ngMxlU7Q2TZNz+k187lRvrvQTAU2ir3MV6tqyc1dXc6RJVzDQLAVdthIWgqOkDDOYc45Digd3zs4m5dbN4eWtlOoUawEiWQ9IaiqeQWRwnMLi9OzTR+L7F158JcJiXXmDizEYGZwYQB41W88CJRg3Ry0ApF1bTkdg2iOHsEw/LT+y9vo8/u71Sl8Hdf0r1myfzGQpHyhKRhRVQx2KvHdf5cYXv2apSoAjUeaMK+0sSkS12Dk4/4XXQUyIrKCiOLzz9pPf/E+JebK3V/TcuWL94XSf6pMj+GoQ+yw86AdxsDhG3DA51iTieiCgpJQiS9QozIVSUKPv/UuurXCpTCVHUkJRStSgZqX3npBSIIJqrOtF6TgkzYE0RGJDT8poRqK59kfJyqJkrciid2xmiY1BpFwYe8fiihjFW7MDwYMXlrIUK4BUgMzmZALm8VqO0oWwxogg9fE0HhzKg3sWKqssro/7gzUbOe6vheG6bJ4v1jer8Vr0/YPh1sbtc7sf31WHs3nsj8vE1DMNEXBQ43OX1x8+OHhf3362v37+lS+TFlotPLsINYM5E0vd+rfgb/zY+XxNMbRJZ3LT00xEeQNi5kRkusyVtnoz/4KQAEhQIoUa+5I0Yn4Up8dRSYbnxueeNlgIEwZYnBLl6jOIIMqE6vikmpyyYO3qDR4NQ4isJCgC1L3xpa8eHR0eHx+fHJ/MF3ERTwau7/0o69G2l6S14BWi0nVGNCke8AqNyfWIJelvtcFKWYGzdmi44LIHkEmJkmoIIcZUOpfUxus3BlevVCBmyptp8qFFuY7OkJ2PfnL52VeL9fXIqQAsUR1nVMXy3Pq0noy0t6jn8fxwMTtZO/zg460rrhxqMYwCZwLSAwwWQMGqplPToUaFK8k2xM2hAaRnu/zhB4B6Vxbj7ZpkuqgXGsvSzULseZ+UmFmgJOKcsOmimoERQvLe1SGCVADvHEwms1nPFwJmLzGZmTJzQaSkEZaM5mHWL3pOIEoJKiDPpMEYCCCKaqRCrigKjdpjF+pKLUVNIsLsVANoyE6Yi/HAcVyk6Wm54EU4Yf1QhMwXo7LnB2u0vaGD8Zpbm6I/PYvu6sVgZjHUVegrmcXEGJ8f7z06ezAYpcndy4MbEM49XQw2UyZL7XmUK5ayzHi2BpCDxIpRMLUlYKMM+sgKs9ETnd0o1FFkVWCAAjp5EA/3UWy69SvinRlHSyBl9kRkFInErDKUXPbi2dHp7mFvNB5duES+R6QaEjOrkVAygXvuF35NIGIaFvFscqD7D8+O3tq59zdCmuWBoSX1y8F0z7ckLc3Q2+xoVjjN8ZFdKGhzVgRAWsXcZgeozZ6qWVINMaak3Hd1sJff+C4VHil5tdAdONztfHB2cuf+9e98ieqQWCyqcTq89/b5y7eskMn9Xen5td72/dlhilSf7B5evMyl8ynWxg41kzNJpgZCDy6CS03HpKZ2AiO4DeDRxx/3QHA9v3nl/uF+z3vHUlc2m9Og36+iVklZPLuiDouicLGK1BtrrNbWi6qaMRdMWITaMZGG8aDsF8VsPic1Yc+CNizUrAqjftEnQJECUsE+hZBK9MQH1YHzSXSQaKbqo6HwIc59z3MNAxQkIOedgxqRgzIYRUF1hNjIoaqdAKqGFHC8Hw53C+YB0en+0fbGpt350eD8ZTp/ube5tT8YMo0kzcfob63ro4f3A1Jt6YnhkwbHlMwSw0XTRglmqsxM2jYhtzkN6wQCUYOM+XCexiqMQap5RwABhPbg2Gx6TJTQY2+Y7oSH+9Gv966+aDBNKXfZgdUISgQzByY14n6sJpOP3+e17e2nbykjxQhKasww0wSxYMxGbr6oNAlxAPqyflG2rt0ofunkX8vio7/Ihp6bVVchP+drrW2SpvZELsllhEbTrtD+dvMjExEjt0A1hxagY02Uj+fNCJBiqlNihkMxJ3ri1W/GGBmWhLlJEXC+gTO6f/e9G0/dDpwYSqZw8Ch37vzwhVvfPjs9LaVvs8XxWgoLFNWj43KkPZZsHcpGcFYTfKH1dYuJ3Z74YxTBIgtq5RJJwXK8xw5SDE5nc6JiWlGlNcCe2aoQQu2cu3Jxu57PTyamiZiRyJT7p9EG4+2z41MWlv5IKWoy13fsbNhLFmKt0ZFWdTUqi7qu53UwUk80mc8UVDhhJmOkOoR86oNGJksORbAo6stSmAsvASmlKMzMpCxK5MHknJoRkfcCRTTqFR6Muo5iAINVTZi8lP0BC1WffHzuaBcf/KwcDtaKHl24Gq8+ORltz3ru8CefeV9Yb1DMPr0+eDI1m1CVHz9OcUlfrCWoXXdyTgrmU66aVpm8ny7DGbMZg5oNXiAowM6QKFY0eZTmM3Oj4tKLvvAaKqixUG4laHOiScgni3ExrU6OTXlw8Ya/dD7UtSRDc26sNplXazovHCDszGxEHDSaxTAL9VT6ZIbukNHcbtlWdJtenbY+zN0wm0RRs+uF2z4iapsoKOvmvBGD0eiKbP7tMb5qpKoxJdPU75WJaGvzmeH1q4ESQZZb+oyUjQnULw/efe/6t36rtggmBcg0erfY2+t/68rRZ/dRmN9w+4t5Yukf3j3c3OayF3veMytjAVOWgdGRlDAZOh4qplY7LijFAXRgtKcWoxJ5oJjPqv5obXJ0dLE3nswXZ/OzsxDqGGcxPHx0QGS+VxyfnvYGvfXByEjJS6wg/bIUIYWaA5mB2bt5nKuTAoN5iuzWrO9KAFXwZBHRpxQXlbDUMfR7AJkmndeVUAoxEiFy7UjqyVkqGKEQsPeehZuWq4JNLWr0rug0mwJG5Lzri0C1rmPpvXHe/uAcXMUxUuFFhEVmc/fJJ9sne3Ftfe/q84/KwenOw7i+7jbIV/cu9m8o5TOfupNB0K1slwlqKTEhH7XZirauw8cgQpqlH7FTU8BgyeC5ZJsfpZMjKFN/jS9cQs7/xACzrFFbJmXOyXTvoPa+Ojoqe/3R1nkpy/psqnVc2S7euihg+f9SwMypFsTJiEglMsQSMxy51Fap82lNqpa36as2SSEwmp5mbTdDNnqggYF2b1hbreoyQkTNoWQdgeoa8jJQJKqrYAZhWcT6lVe+Ez1TSi29yoBhMIHp/v2f39h6Pjl1xmaRQEpUHd9f9+eqWPXK3rw6q4alJmKNOj8+u3re2PtgIQVEJseRiMU50ZocJQKwxq5GipC5zR2xJJmenfSUBByV6vlia2vj1VdvF6Pe2rm1kWJY897+8SRUiugi3nvng72Dkxo0D4ujncOjOgRNgUMSiHfDolf4Yrg2MO8tRM9p3O/HGOeLRCDkkwOpJBgP+ympkyQe5agoxA2mixjjoqaCrd8beNVKY1Uv6ulZ0ER5oVSJlMnyoY2a6nxAATOE3bwKouZANbPvFWBRs6LA+c3RyWJRsBICF6IhDkovrihQYDa9+c4PFm700fnnTg9OhqPhx+FwyINh77ySinFuf2kIfgf/Ky/Q1SxbYt+VxgBKZGpWkJjGlE+Z9KWrT+vdB9GcO3eVih6ZQhXJlLSGlSKmChCxJbPSlfPZpP70M1y+uH3tCRVvmpJFBXkGrGFpaJl8a5xkIJeLy2o1YC4xMStKdi51rN+a5ryVfL2Z5s4NtHVbMzOhtuN+xe/bsnHLAXNAdNycw9uCU/stmGqMQVUF7Ly32q69+ksaa4Es6+AEYvZm6JUf/ckffus/+G/nNkvmciOxQ3Hng+9fff6L871j1UlvXD6KwXhQzB6e9srU63sPFkmFIyIPdoLKqM+uMPr/uHqzX0uz6z5sDXt/w5nvfGuurq7uZjfnQaRIyhIpypAiJ4oU27HjIIEfHAR+SBAkf0KAIEECBHACIxOgBEFgR2FsCbEsCZYoa6AoSpTIbrKbze6u7ppu3fnM55v2Xmvl4TvnVlP3oVDArYuLU9h7r/Vb6zcM0CJKA5wa9LQp0TOid8Z5P5pmIEniz8bzy0t5djITIIOGTG7fuzNdzNBxr9vZ6naH9w5u3b/e3+pvd7tJrctFKQxJltoqNOPF+eRiJkFUqvFiuooNxLPphaiKBUfcROPUkWqWplmazZcLcs5XxKtgFtM0UxMyEA1nhfZ6SZ7mPRyter1UtJfnTdOI2KoqEcEBEqJHq5vKVFVFNbokJecIISOMMaSJi6Fh5zzSoi53uj3y2E054dSAIohYnQopwuHlk9v7vW8md4qT487N6+/PH72cpjmO4EPCK9hYGgORPd9wfRjVPv9qOyAyU+BEMLAieyfR6oWuJqWQ23khyTvQNKARAJW4PcQe22aZxCGJalmcXx6xwuijr0JvWNUFWo1ILMSEsGEN20YlgwAEayY9ATpc0y8JgAzZTNqxQ4Qfd/BrL6xu/KfagIsNZXr9kTZqrisQsH7R4argwZVDYPs0qD4nPhiAgqlZkKCm3iVisLX7Suf6tYBGhrbeGkO7XBSyan66v/MTNYmqGZkFQYIk9ZMP3rnxhVeJbXZxKVvXJTrC6BdPx70hpx3zjMywUV6IuZwiiKqBOdcFEjLVaKxdw0Zdgwq9gaiK1J57VVncvXO3MxwgoEkg0H7WK4vauWR5WUyPF0anUSRzHDQ6783AefRpghGu7+7MXPRZ0svz3tb2VgzkIdvuDBXD1FZWaWIdDzqXVVEnvXQ6v2zKpiriomoEuVnUSrI0uz4alYv62elpv5trjEmasaPJou71eogAnO3s7Z2dnDJzRBDvQdVURBWJkLmsa1ADSpg8pR2XkIiu6jgabY8Xq17mgFAZE+cRSNCQIev67vj0Z/b9N8rtOJ6E7Z3Hk8cf2eupMm64zbjZBuBmtrlGwh/ira9f0M06NAIQsORIdYHzRWxq8Jlt3fBJhiIQaiFr+3YEQTAjBlX0hGbldBKWRerT4cEhZbkUKwohYQcKggYYAZHRGbZr4PXT3JYeQgQxQ3OdTiirTEHBJCIgmtdgnLXCA7uaeKpd0e4+PBjdHH0jIjWzzXvwvAs0s7b7uwJImwYJ1xfArho0NRCzECMAeHZFXX/0Mz9liUOJH1qLtzfKEpe9+Zff+fQXfkpVEVLPaiFqiqtyAlXJmldQ9a/tLyIqMJvIarzYe1WdAGQNGgB4w4YhsxKj92wJsxEwxB66pXkAMm0CSirKo20EQII862YOshSqclU20SM0TX25XDI5p00DkVPK0tRMHbsMMWMX0RBJogjDabGqVxVacQHTphEjZ3VT1IVDrJuGEPJuh0g6PlXCDqT5wG/vDTNKfS/PB3475fJ8/j9//Q9hdy/Ul//mFz9vq/jk4nJZl2VVX4wvzuxsVRXBNO/3RdWn3jsa9PsOiZnyLEdTUXNpB8xCCI06iTJKuuNyZtw7L+JqFQa7CdSxjrGb51WoMmYDYdNOqA+q+auRH88g296eaDhZHh30XkBda7ixzQ654mauifHPMeKP1QEzM/Npx2QcT0+gARrtuv6BIDIqqSiaArLSZh/LrW2/y9NiMl4en3YHo+HhoTpCA2uCJzREA239dBUI2p1AS8gFWKOQtoFRcJ0cCN1/9nfv/De/+hSRFNqkJBNmRd7IcexKivljTRQ+/xRraNOiaoTNQAusXRhvqKNqIoyoRsRsaGoR2zViO1dd43JTNQEmIKZqhdc//xUVbX+dErGCISsEb25RnB0mB2HArh0cARAbgrv44PvcQGd7K9aXDTdBHRJgcXqBLmSOjEQjiw8MhuTEAP2U4RpiCkrIgF4MB05ClDmzN59y2NvdPWskqwVcJeRiDM/Opg3EplgKouOO88576nhuYvRF5dOUIChAN0sRIKgxgwhgYyEKmO3sDlcXU0ZVTzujPTAxon6Sbw2yi1nJCMWqLOcwPi4e1NPGxJqmiREYqjLUdbMqq8Fw9OBysr2/tb1/+OL2aL/Xdyuojeok9kztsjq7WJ4WU0BYTufj2WpZlpfNhUvYc1rVhRGgc4ljlzhtXNNYr98/u7jY3h6en07yTscz1XXVSfOiXABgnrqVQA/p8x2d1tXl+Xi0t/v24mSnu+2wx8gB1Ksa0WZqaNAeSEMENtAW9Nl6J0AEBk1hpw/rGpOtm9QfWGxMoiMyMSFCRDIFNrC1PZgR1qvZ5OFFJ+lde+nVhkxC05IWGEHJAakpKiOooQLRmlikZCTtCTNFRkdar5788AeXD95zo276iz/b//Xfm0dCAiIEVSUiwQ31s53p21W4y4e0B1f0HjPVjRvjZsELiLj50ErYnlxCovY/pt0x4PrutBVioxQ2JmfAe3svb1+7U5kSoal5I0U1EyaHjEd/8f3XPvmVOqw0N1Y0RDLClJ49fac/uLVMVaWORhGQiPji/UlvgMTBDDQ2hhRJHCKiERNCDdRh7FpoOHXaiBmj65jWKJUa9QfAhMRRDQ0SdsVimXQ7GWerqopQS9XExBWxbkRBlX2SpRk7FzsaQpP4JEpw7JzDIAYIR08v0tSXTZk4X5WBkDiFVV0nNS1WKwFhdkCUjfpdttT70NSCILWuVsUHD2aL5Wp3Z+fh4+OLaTmfL9AwaBAEx5R12Dvq+jzJcpe7O7cOunuDa0rgnLHmqfawMz1bzjX6rnSrMF8El+cnF+cAMQvZalXVRUXGpWoE81TF0GR5GsEJ0XX2W4cHPzuL/2S6sK1u4M6D6eOP7nxcJTLh2gKM1g5FagiIhNqqwde9EBM0gepJLJdATN2b+X7XIFhcATB4VFVl8gACqogsSJ5jDPViHpcL55KdW3cwT+sQILbBpq1Gqy0563kKEwooILOBApq0FkteRBfnj+dPH4bVarB18NoXf8795rfPv/Lx3W/uLs8vOaK2S1YkUrPnDkt/5es5zMUfvwxtj64bXshmDrChRtAaQeAVoxpgLTBo/wZmMUY1SThdVatPfvIrmiWsTUswBDBAciRRtZFmEPPYZVdxm2CmGM2Rmpy+8cej7v391cSBiSWAIFq5+Xlx77WKFKOqRlNL2CMQJj4i52YJaSFUOr+tCpT0VMSJRRNTBC1d3qS5qYLUnTyvmjrvdjDNQtS82zdwopEdRYneJ7FpzLisIwaJomjWhKhiTDHL3Hy5Ik5jKLt5d75a5nlKAEmSEpGYLJdpiKYq7bwSDNI0raugKrU0LHTn9vUPHry7WpU3r2ez1WL/xk0AzDpZjBGAnHOIMJ+XFRAxTC8mVtFiuUAjVYuqBoYqyFY30s2JyBJIfF0k/TxJ9N7BYDqdpVky3B4cbo1cTEWsCGLa/NGfvpENB5fL5nN3XvhE3jv98/e+eX6u129flstVmOU0oLWfml2ZUzhSUFAkUgUgTTxKZZfPpBHu9PzWgVFmZCC1AiMzgJGwAXqU1oHNMyHp4vyZFE3eH3T3b5BzaiZNJER9bpGC2jrHWEs1bTk36pQksAAAIABJREFUguwFgMgS39EYTx+9df7+ux2z3fsfyfduSbk0iO63f//yM/t7v/JTO//Tb4xxjWiJybUbuc1j/lclPPZXLsT6B9cz//WYyTaDL2xXdaCEV4Q/Wrv/4BV0MoN2iufYkee6iPe/8HMRmnV7hShgzlABM07e/v637n/6CxQlWnDQjSgOHWHyvb/49cn7b7/89/4+aDBLAxiy88tnY8LScwwNIFuKGXH0jhEYCbQGzhpQIM2RS+cyiEpQCVWomfkK1BKAbicsF4Q0Gg7NQifLKrEszYumjipMCEgu8RHYo7HPVNuhpCWJB6IQGufZyBExkev2egyUu440gbwryoYUBLRYVswOkaIEVQUz55IIkhIvi9XNG9f2DraZXAhBooLaqiyKqiJPTF7NYqhN1UxErVLFXqcSyfMOICirCiBAwq6smk6fVckTG4Tcp/NpuQhyVFezeRVhVVVH/X6nqQJmjjwOMz5fFE26vJ36Vz/9sWtbo9vXbv7Cr/6/rr+YZ533L99/7dpn8MrJfR3NaGKEAAwm3pMUcHaijfLgwO/0xVDVCCKZKXkPUQDbmSobKJA6Y3DF5LKezDrDUf/2YQQzwABGBh7arVYrOFmTiAjBiNDalQIBSOIJXbKqVpfvvjF/94euu/Xixz6XXbsVJpMwGydbI/Zd95//e7e6fTns93Z3Li/HpKa4XrCuyQkbuPKhpuc5AHh+PdaiBIMPcT6e3wwCgnUUR2vkYmhteuB6Y9j+uJqpCgEGlWvXP927eyuYwZUzM5MKMFIVF3npcSuDoFYJkpEaKBe6ePM3/4/dg4/nd6+b1Q2ikGdEd/7gvD8QjTGgT4xdoghqQkaqMUEmF3Jlr5izONWUEIhyiQSkCArqGW3vuk1/kDIgJ/P5jF3He7+cTpO8S6qOick1RXScAAOQ84lvmsZ7bwBNEHaJETYB8rwfY5OlXdWwvd8rylIVNWjKgK6dqEBRVKLAzudpFkIwFTN1zpFz/a0esgtNVdRVU5dn52NRHvW656fPKgH2CRI3dcVqSerZ+0kI7FzivEM0ZueQ0BSYQ1CiSM4Mtvd8B8SIEtXhQb8qKvAeVAHBgs3nq8tJYeCr+Vz3ty7Pz+7evrl1W7+0Nfrmxbhzu/usXN5oplt+AG2YZ3sGiB2QWi3ViopFMOP8Gu8PBBprxLB18qE2JyuadwZgokxCAFUj00W5WiWdfu/ei8KkIbo21ozAQAVaXUy7i1qPJaENKQUgRmR//sPvpjcO58/OwsVFf2v08l/7+Xxrv1wt6pMj7OSd69clglpwt250gsQg+LmP9H7nj5eAIK1Z2BWx/+q5vxpnbtZZH9prrKGNXTEcWiOYjR4morWM2Na8RPDDRqEImxmVqqhK6tN5WX/qS1+zxJPK1ZqMjAhVmU/ffu/2ax8LQRMA53MEJUT0+KM/+A1f0r2v/bIjcGgV+BohiWd+9qy4djeGiK5jYCBijn0EQnNEuUlC3jlT02DOk1fG3NQci8ZKNHFMIfjhNqLFGDOHxXK1tb+zDLK7vRVbj1wRcmlnyFUjJpZmvSY0jhwBOu9Vo1rwzleVRI2E6D3P51UjpYgycq+TuYSKqgKDLE2oblJOaZ0egk4xzfI6SpZnaZb0ev3J5Wq5XO0Mt1Yhpt1eUQWjVGOQJnjHMaoBOGFCY8VYBwkGpjGGxGeOgZwHgBibYOqJwaIqOEdRpGxCVRRABGA+TR15ztM+0fHJajZf7O4NT4+O9ePh4ZOTr758+xvfeUMXk7y382z8aPvaJ0AVDMyYHZtUuphAXZPPbLDnfAaoJpUDMsKN6xrQekapikhJguWquLxEw6TT690YkXMiiiFe9dsO0DbEnPWxf863UOLEOddU5eXD984f/DCfnu9ef2H0019Ler1qvlxcnLksy3YOAFGjgCo4dE0tjBbAPvpC93f+ZI7g0IyIcQ0rDGjtvru2MVnfgeeGWRu/uOfayCvKkG1Kwvpvz/fgBhu6qOk60h7AQgio6MhJo3c++SUxxbV0yAjITAFRpYJpyR/fBSkB1oVGwSxUP/jG//PFn/6Hcv8lwgjoxth8v1+9eHpEsarJGxihqJKLLBR9khq7GlEd9yFG9ZV3HU4BhdCpGhs6YgLyGqskSfYOVKIaAGETrJ8nf/dv/XQ3z9FADbz3k8k08b6pg2qMYstVDYbOc5Im48m81++nnj744Kjb6e7t74wvx++8+7AKdu1wL0+TH7z1jjJlyEQYgiwB2DkRa2d5BAxIg143yx06d/+Fw7fq2WK12tnqTc8XScQVNFnaESmY2flUzMDUpwkTdYf5fL5AYAEJanm3Y6LOcxQZdkfT6VzUlY1WIS6Xq1g3aEBEBsGxq2vt9zlJktHOQAVPTkTq6q0fvfXlL32pGC/7me7n3dOzy8FwdLZczuJ4gFucpCxFGJ9pFai/i3t7AMwaFaSl8Lb+JwpE7dECDaZpmsS6mT85khBH+weU5K1boIkSABApSAtyoU1YQQAQBAdmispqDsCn3VVTHr35nYv33xz47JUv//Xe3ZeQuJyMV2cXeX9g/aGBiSmKevSYuyY0zqgl4uhuN+91ab5CQ2gnoht4i9jmuPw4Hr7i8H+IGLohwW3+KcI6Q+ZDdGgAa6MAFNQ20Zmty7zFGA0ggt248Ynu3ZvBrrx/iFqOCMLJ2+/cfvXjtS49kCGJY3acIvzBb/3jvfSm3ftIlgWvUDl3+fi7L11Ou27acCeG2pLEVFtIQsy6WVCKaAB3J8WTRj0Fdo6AMu+aGKMKg4GYk8Bbu7XiMHGIUJTL4bC7tTvIO11iBsAmhpu7/cR75z0RNU2Vpa4qm24nB1ARK8tqe9T7iS++dnZ+sbszStOPAXzVRGar6bWD/ab+hXpZFkXR6XTKopxcLHySPjs9uZxOZrNiPFk2USbzxcXFlJ176eX7f/yt72yPXD8b1MuTF2+/FKSRqICYZVlR1XmaBwnILkl8oxFzD0YsuJ13gjRKDgSTTl7VFaepRZkuyiYqYzIaDaJGAKyqVSfrhlCSatME7PPh9f357GI8Lx6+996bHzwoymJVVV+9e/h/v3O0OB2ne3sfXDz+3H4Szp82l0e6fz+/ddekxmiRYnTC5kSUmUAVEViDMaKRAbso86Oj2NT9nf1s0G+aINgaom72ToaEDqUdrZKYIQCpAzQgStA1EKanDyYn766Oz7aG25/64i/kt27VoWkmE60q7vWy0XWJiiqMRMARdbUaV8czDOIMVIwZMUXcGdFsBbJmGm0mPWrPKc3rY/1c8fmha4DWUprWyFk31J71ZYErO7irnJSrjQkAEopKCE2SpIty9Ykvfi16ZmnTxa7uHIiVNhf/2lAtKpkT5CAh1aIcv/+v/tnnP/e3NTIwIdjJ9OnT3/rfb91+aby7fc11VEBV0JQADEFUnXPt+qEPHIkuTVMmBuyoOEQDAnTerAGpCRrhbje79N6AHbVpa9pEq+fLNucSDDBNiiYAonNORJpGy7KsGgXTqmkcc15rWYU6QjRnjdTVCpmqMharipNMPFInbUh6e8Nsp++Ib758TUS94xhiqOq6CP/Vf/+/Oee39ndEsKwLc2yh+Jv/1s/EqsyzzMzyTmc+XRImR8dH3X7/9PSsFnXMJ6cX0+VCjTPfP5/NG7OdPD9bNUBYqzpy3Q6liQONWLOAcZI0FpSTRS1QVv1+ur+9ff363uPHj6tV8fC9D/ppt14Vd9NMR/1iPo27w4sizOazvXx0/eVV7ZNZLCNCcIkXFXUERmSK6tHUyHxGGOvFsioWbNzpD32npwihiUBIqvghij1QGy1l67BFBQIl7w2pKeYXR+/PHr0Xp+P92y/c/dmf7OxdCxJW5ycawDq57w8QGc2chxCkXkzCqkBD1+0Nd/dVxfHawIdUbWvg8WkEMEQ2g5aXraB4NaF/3tFsQMGVCfqHZABXcGGtELDWhJ64XUust154VUYAoPW1kCiUsyzcCz/x02Zma8VLm8NlQDh+9OTwzotRm0Qzcw0RFVRtpXt//Bv/9Z39z9r9L/utzFklyD/69r8on5xc7L+UqnMmamKiJu2IRMixmalGJlc6TdAm2tmlpiFMTHMyMWKMkazU6MAUJSbdJh8CxLKqkzRbLBYnJ5O8m+a9HoJkSRKiskMzjAohCkYhQEcUVZ333jl2Xq3OOzmR84lbFavUpT7roUubKkQFMVSR2WyRpLkCqENErE2d85jGnVEvz5OiLLdGvU6ngyAhqGnzcz//BVTxaWZm3nmR6NjXTWh12+VqxURV0awW8yBNpzv8w9/7s/ffO3rz+MSjv1wsd7cGji2IOp+UVUWJqgqrtxBTh00Mjnm5WN1/8a7E6vGjo6ZuHjx475Xb92NVs8itva1ny2VzdtHsXF/g8oW0ri6/keRbw96XvTV5Bu/Wd80YDBxQVDDKIMEwm9QnZ0lvazTcB8+KFiGwOiQClVYhteZHIrQ+vqAAaoTKLkPHi8nZ2Xs/mj16v58PXrj/qeT2Nee7CFpNLpq6TjsD300UKXGekOar8+J8bA30drc7N7frsCrOLstJ5fOeazUUZhhVejkDRFIwaPN7WjNGNGs5hgBX0HgDh9ecn3adZYaAbWuxSTG5WoRf4QZUW5eUdiakrQk20mQ2Y3Yx2u17X+rcvimwWRHrGvSINnDRdL+wLTFIEtFAEHK0Z+dvv//bv/61f/CPZwwjr6T0zrPvLf/yj9JBzwauUAuxtNi6OQm0Cn8RETJDYOMISCQWGnA9sbKbdYkTlNoQzeVmooEBDMFv7zaTE/CJd0mM+vTJ6cHt/UieHQugqRJBiNF577g11MFQVKFpALCXZ1XRhCZGFZVYVTHPO4uyQAVTERQNGuvQ6WWrapV32hRNUxUyCo0AuSC4v7u9nBUH24P9/Z1Hjx4sqsVosP2jtx+/8tIdEQWAELWo6iQ3QqhWZZJ4cdA0tYAM97eNvdbFz/+trww62ez44kcPj2KNb/3onZPLarFczlcrBitrAYjkCBMBAUJC4vmirERGu9tZmjQGD99994Vrd1ex0bJ6Zad7tjWsx+PVVv1kUn2++vb5ybM7d3YmT3+w0Ly3/9PN6JrHvgE0FIgoLMbydEpZuv3iy4EVmgAEoOSMDRUQjdk24mBYR1WQISkZIljU8dEHlw/fDZeT7b0bn/jZfzvZ262aAptQLS+bokl63d5wF0QUBUI9vTgvZ5PMd4cHh2nm55fjywfHCWX9g/20vw0WHbCpChG1shZAQyJgZ8/JN+ul7vrIIsCPyYA3AMDapMCWH23Phzwbxj/hOt578+obAco62AdCiE2I3TRfleVPfu6vi0eMV4FaAADANH76bO/mLdEIyGTS8q06PvmdX/vvhr27s9K614aqUkDx9u/+mgvgD6/HfFtQE6X2wVcRNOU1UFdCAFNh9oqQQIdw6TAHRIIMWA1WZNGwBRto5ra2bHwkoRn0e03TzFZlZ7USRWSqvCcEYgRAbgQAvSMECExglmWZmlRNHS02TTTTpgmALI1w6usYQh2CRCBAgjRL67pxzoGHoJEBo1iWpghw7+7NNz44vn/vxq3bN548elyuytFw6/tvfv/+vWtKHgE0BDBlRUJK8xwAMkuWsWbHquIQGrBiuiDEkKXbB9sH1/Ze/dit5WrV1GE+X65W9ffffpj69Ojk0ggXs+WiXIZaitJdno9vXNvd3RmdTy8SA1FYFAtp9EavC6MhTucyHl9sHfz5xeCme/b46PTGta2Hbzx0MLu5lYX0E+OQ6mwaCiMvh4ccs94iBlIwdGjGaEqKttbWXCU5qRozIbNIDLPJ7Pjp4vzUAR8c3Bh86ou+P1KSejHRupEYOMkHB1tmWq0WTVlYCICQpmn32q1Gqmp6WURL8v7u3Zcw9RYlNAsDdA1IN/GlqgOoGkVDaQ34rniXcOVOBNrSSJ9vBdZEiY0zs2nr+fZjNnjrG8Sburb5HrYauBZthxgZGYlY89uf/YKptWt1RJB2EmShuVx0P31fQQXNGTXOEqEnZ4/P/uy7X/4H/+U4OO6yc+6tP/16ePR+v7ert++2YwOjABLINJpiFHOCjlA9mTGYqaoDjNgk1kWfAihabeCIErGIXGIUg673q+09fTNABlmWLxbzyeXFcHcAUEeJ/W7HNCIhIvvEMbIKJ94ZASAFlYyYHcfGkswzM4ZgJoaYIuHaJo/YEQAxuxgiGqAiCQMhmsQQCWF7b/vZn3wX6DN379z81h+aS/Fga/+N77/57/+dX5nOZr1eR5GAXVRhRmCIIXrv826XiAkxStBSszSryiZUNST+/OyCjcbL1bCXb+0NRjvoO54d3hzvbg27TVVdXi6Xy9XDJ+dvP3rywt2Duy/c/fa3j/1eejw+X42XeTe1k+PRnW3dHpbnl27YPGjujN/6/XsvDZKT8eR8vKrLw9E3J/XDyexab2snv/Xa8t3f6XXOIft8yS+LKgLhmljfTvbbVl/NSJmS1IdQTY+Ppk+fymzRHQ5u3n+1s3+AnABjiEWYLEw07w5wtB2bcnp6LFXVyTqDfr+R0BSrWJRW1z7rZtuH6AgJoyqGYAbgGEXd//D/Hf0Hn7pxcIMpoctVtJYK0UYFXu18bdPr2HMmUNvg2KazMQBZyyevUOvVUV/XiZb/r+s/gIBM1xT/JgRGiEp3XvxMvncQ2+mSrcMzGOnk5OTw4Lq2+iNEQ0uNIMM//Of/4yd/+lemynmeJWRPzt56+ge/45JcX3419LqJmRgRuyRqpaKqqAaGIGQk6qgy11GLqkDcqAKZgPYwzQhKsLwJCrEEVcdVDLR7MI3FFvTTvDdfjCXEpolR5s6lkzB3jI7QgNPMgSE4SrwDsDRJUnb9LFkVRQxGBk1dxxirqhHEZQyIm0bQQKOIiPPsEnKOmypoVAJkdk0d9na3L0/PVW3vYDsaPnt2fG107e23HgDyxXjaGQxiFG5Pk6qZhRAssVqiSkjZESIzhyizYtkf9Iqj6dbBNsb45PFx+tILrAKEvV52cjZJUzTv90bdwWAUtbl2uHcynojZwbV9EFSyJ08fH/a3CGExnrxwJ1a9Tj05r6ezy92d7d6dt998vfeZO3knD5V/9KN3nqX37vzET2HmQ12/84PvlZfHN/fH+y8NT/AGthHraABCxGAYkcgSdBLr6vT9dxZPjxKDnYPrg1c+hr0eIokoEjTTy1A36XDk8mQ5nZaPjlCgv7Pv9/aLxfT85CRh393qJwcDQ5Io7YbKJBB4IlQLJGbArjNL+tte2Azj8UVtmKECENnzCgDQEkENNs//Zj2MQLCmfqzd/tdGdVcSmitEjGs23Yfmp4pKBkgoZmWoc+KiKV7+/C+po3WyQWvJCiYq9em888k7bRxzuw8Dk8fvf2f53rvDr/6n41XT2e1Eq1//rV+lYpndvG+7h2DRDBRNgTLRxtq8mzbeXsAYgASsZkzbERUBGySIJLGbpShYJ3UStU+uCnUvatHtEXtm7nQ608l091DGFwvyxK7s52kTK2L2PnMNOWBkdMzOUUwkOpp3U4kSo2yPhlVd1iGUVczzvNfvIkAItQD0Op0k8SFAVTdZlqmohAhIRtREVdXRqN+UVVXXOwfbLskgNgJwfHQ8W853tocowqBEpArIa+ttaQJGUY3qEYhEpKzruqrFdNDvHR1fHGwPDnb2Ti/GXeeXTbk97IEid7Ozs4vO7ZtJh3NM0yy9tj2oG9k76PTyzrIqV8dHtw8ORBqQOCpWDeeD0e787KIajQYf/erL0/L3//SDXu7u3+9wmnztJzonXJlRxx4+3v/0B+9+MFudfOxFRW4MHGkrkmdEZ6QU69VkMn163EzGnW737ouvZIcHlLpGo4o4CSoxLEpkcoNetZiH85qzvL93SKDVfL6aXOa9/v4Lt9jlJjHGBgkZGYzQTMkDKSgSOpEqrU7c3//FG70RhFrHtRQLgjbHfSNjvzqyrX2twcbVZ9P5Kxi35H9bX5Ir87oNBkbd6OVgbY5nLTdbAVryaVHXEJXS1El+8zM/aW0PthFJIrnx6aP93WvRAYkBESsoRWP6o3/633755//jyaLO0tSn7o3v/Wb5/sOsM4C7L5pGIGiLamHGFkAF2w8iYo7BAkjLJrTaWWEyEkZEYp8l3jFmhgknFYuoEGHFmOTdhfPOsRmEGNHwu3/5OiBEkTz1MUb0nsjlecaAlHDiPSKmWeoT5xPX7/W88z7hPEk44RjD1mjkHDNCt9t1TFmyyrOsZUwqISOqKRMgYOJ9iLoqIzmezuYH26PtreFkfFqFKvPZ46Nn1w93Qyuu0OCcj9IgUTQhA2YSoDaBoUU93awzXizSEWNZX85X3X46PZ5R14nQohTM/LPjWYzl09Nxp+PRoJOlB/s7r3/w6M7tg8PDw7PJ0TDvLMrCAwBCdvbEbr12fXvQXE6a+fjpaH/+1vL+S8Odrevl7LSzpYvjN+68kNdV/fid3z2888sd93MP3/h6/ewbo9v/xiLuCoJPEwBcLS6nR8+qy7Ez6w22hp/4DPf7lpApBEEyp82yqou6rgGct5RMXJISkYnIcgFJ2h1tc+oQ0NRCKImoNWogNDEFQnJJUxf17DgpT7Ljt0fNkZunlc1dJ7c3nq5IkrBe9pJdTfFbJucVx9OuONKwJnY+d7jaGChesaIB1mwIXIOEdQdkoK3fBZKqlmXlyCnSzbuf9ftDU2Cidu4kaAbSXM4OXr2lAoAYQVt0fPL4zWyGfPNViC7vpfNm/Ohf/TMHkNy5F7N8vS5ERNMVorMIYiAComCKIghGCTSOACBRc4oxofa6CwA751ATYwCOEhp1KQJQM82HolqWFZh1u/l8umSXhNAUsGya2ntvwGmWOaJoWte1mUmMed5t8VCSekyoqSI6una4dXw2TpIEAbrdbponaeIduzzPEk/9XpcQ8jwHAp/6PMu8cyAyGm09e3a6v7116/bhxfkxMe3ubn/w4OHNg72qKJxzRBSkQQDANq4TVURFYMNb8URlFUgREff3d98/Oqat/MbBwfunZyBwOVuIxdlFYQwn5+92e53EpwmjEowvJ4iU9zoX74xvvrp3fnG+O9zCKOXZs93bH0WyZHdHzk6L4S6nO1s7sxu3P/bB602I9uj8WZBvz2dn7z09/+wXTp/e+2t7YfTNb/7LX+y9lu1fj6zj02eX7z2MZdHNB/vXb2c7u66TRzCLBgiUIsyXy/PzMtQ+ywfDbc7SYj6pZgv2WTYY+TxtFQhioECgrT+KmQkoIGAAl6SpD7Ple38xe/dbL3WtXy+vda3TUfe//p+P/pNffhH7/ve+MwFMNsNXho2wq2UsIJGp2iaTa326244CCFUMINraKgU2+y9Yx79uDKBhnfu+4X5CJBW1Jmo39UVdfOar/+76l5q0yMERjU+fbu8eqlvDcCYyMqc8O32wc/e1cRmVBbZ6r//G/yKTxWBvvzm4juXYB236261rX4k8EDlXQANVBVFgKb135EmUGQUsIKgCqTIAM5lZn5AdFiwXDDnrQtFcx3b2suW4iprl6Wo+I6IQYxQDi0ioEo0gShOjskuMTER8loRYp1na1E1Y1bYABPDeXTw9D1UEjlHs7Oiyk3gzE1E1DWbOsWNWVdHIRP1uL8ZAnjKXP3l6fO/FO/deuPVn3/6LxWIxGG698d23vvozXw4hqBkhsfNNUzvmNE/qqkrSlL1bLlapZ2JCJmXs9NLT81ma+Tzz03mVOpGiqtVilLoKPqWTs3G3k0wnRa9r07osl8tQxaJsbr548wdvfC/L3OnZaUaJdzA/K1+05luBdkdduUzPz4+ufeRz3//LX3vl9tH2PnzuY3f/r1//18GuV2cXv/TlV5blm3l6flZffuUjtHCHxw9/NH987A2H1w6Gu6+m/a6yi2qGQmbqtDw/Ly+mwr63s7vX7YiEYjqXy0k6HOy9cGCMoalFlYCgnddpVGo9V7whEgVvzW440wevjxbv36KG9pYKXHc0MRJL3X/xH74yHMbfffuinCFRXFs0rk0c18yGq8l9e+atZRRs+EhtpbCNV/uHB6T4nBCHtnbLRmxTsBEYWE2aaGTg0Xnu3PjkZxQQkA2l5YKYytkPv//K539mzYpoOytCBaunobvz0Yycz/NnT9+o3n49zTO984KQbT19rALNK9tqgIC12jYDmrKpmqpZTLwjZBUhFkIPpGKWYGQIqB6w651J6BPnzmWkBZgzVRYbjorzZ0F1NNwpy2W/m06LBsUQwMjHuuGEy1o7WRqbgAYeWOpAzGVREVGed+bLgsAkxtbRHpCILUs5ijjHRMiUZAAGFkJwrZuNQV1VqqINrEKBiYnI9RuHRHxxfvnyvfu94eif//YfiMbEJwZGTEzEzGBGCIn35FyMkTznzqlII+AZZ4sySVzi3dnp5aDfY++LyZTYxUYihZSxKKoYLPEORRtRa2S6WGwN8n43X5RltVqpWKBI3tLzo2T/DihmO8Px8cXF9uFnP3qXrOlnyVtHRz/1k5+oqgu/f/jtN360fbBr9bPZ5PIJj/L6X0jy+Vu3bmfbO5TmkICSMwNWWc0nFhuIQZqQ7+859qpSrWbOJYP9HUpSAYyhjT1B12phSASMFBCdY7BY6Onj5bMH1/F8UJ/1rRikGaAqwvliuTvsBDWNjeumelSEb/zpkp3TNiSvVVESrZUsunE3aaEwwkYW0Mp915IcvRK+/JhewEANmNpkPFW1dQjCxhtJsQ41EyniC/e+wFtdFVAyRAVkUD8bP+mkGSQpASkagRERiS6W8zsvffbJs0kA2trtfOtX/+n1weAY8mZ7z58+rp8+KZ13r3zcABWxVksTNBVTQQNkJrEGJY2iLGaopkIGpg14Zy4iekABjMQBCBE9RYewqsXv7lWvl5Ring1m0yOynICyxMcYopln6w2y+aIoqxWsWRzqnNvAfowhZJ6bENrBcl03AO3EBhApxkhELU5SsyiCyAD15p8+AAAgAElEQVTgnSNCMwTVNEmW85UEGY563nFsQpD4m7/5W53RNfakIRhBVGBmMHCIg34nybKirMkRknOEiXPsHKBJDGmaM0MdY5Z4cqwi3qdgzAlD1PF0kuX59Gg56uRFWQHh06Nnhx9/Let2Ty/GmRk6byZkLr847994MYRaByleuOOiwtGLPhknqfvz7769f+/2xw+2xvWcXX70wfzysnr6/vnsUfG5X/kb1+99wjsfmTghDbpaLOvpBBZzyDjrjxpBSpKUE5elmDhARkRFjSpohqiEpGAKgkgiJGxZmsX52fT97+6uHo2q5c1re/n0CEzVAzDGJiJJ0YRG2xTbxl1o/Y++fmwxcyJ1C2XXQi9YU/XXHL61y8+Hw2PMTBHIroig668P+USYgfH6Iqzbf1xXDzRQAGrqOnVuUTe/8LV/JxghAoOxOkUVktN3f3inv+vMCCQiomNQMA+wrE+WNfkMWN/8wb/sjZ91br2Ag12rS3379cvxLB8NSEwYAa1WTFFDEzjX1soJRL13SgAAZMRiziEYiEIFMUVjVBSNSF1OEmw8uiRE7321u7eUoBJHw+F4Qi+/dO9PvvO282zQ+sn78WSRZznEaIgiUQCaJqSOAVAkEloLb5xzTV0Ph8OyWLWVTVT7vd5svkAk79g5ruqmESGAuq6dcwDm2IUQRGS+WA0PtkbDwWQ6MZNYwfh84tNUm4C89u5W1cT56eWUnV+siixL2oqORDEq0dr1AAlA0Hlumtr7hJkaDd18MJvNxKKpkmMHwMyzogxOvvCpT+4eHL7xxp995Nbd8eKiLpvtXu/i6Ojap/Q9dftk9VavOZvJx17+zvf+Saffv3dn33v8wftHxcK//u7RYdfdunvw8Rc/WhfFzrXVPEmVNdTz5VkBVQmAnsnv78QmgOBoe4e7WZRoqmhmBKZKrSs+mhABIAkbOQcxdTIsTuTRW+PX/+izfRptDfz128nJDxuAWbAaPZPbpYYhvXuQaR0TBmHn/tHXT3TFTDFyy0tejx9bB981v9/WRB9F2BzjDQqAq1uhV53P1XevmGwGtuGTXiFkiwaiwQRcJ0nqzuGnPmtASGJgETyDXTx5czs76N09sIQjOMTYxt6W8/mKmrBqgAyxfvi7v/a1j378xU9+9u33HnTOjqaTKSBBFBRRJjILSoYCogwYVfAqABMRkMRAyTVqtVlUCUDRANhxzhYjIXjmSFijNQZNZ6sG3R8M0zQldk+fPOr1OlVdaet1p+RSZiJjFlUix+sFtAIoMbokacoq8R4QyfuiKNIkISIRRZH5fA4AROQIETHxPqqaWZIkMUYwMxMDJOTz8/G1/eHdF25ffmdclmUnz0sRkYAYARBMvPchWFWXPkmq5aKb56La1k81ZbI2US+GgEaKtCxWSerLpvYIgga+Sj0CdaqqVgMFiHXjkObj+bIsD68ffOfbas49eu+9l156ZVEuOmk/K+aReyVY0usU59N//aj+G72dowcfPHi8gMRd37op8ThHPbg3oKTJ9wfzJzHVtF5OQ1mr1VYW5pxLcpd2fNrp7SUKKGqxCYbmwQkoghK2eahI6Ald1ZQZh1F9Jqfv+MsHnXKSaf3Si6NGYZVs988eKGeqzUR1VsJHfOU9qepytjqv5byEWb7lmhWSQzATbuO5W+txsg1ZDQ0QUFvjzs3R3jgNYYsW1k/9hwgSV73QFfdhXRw2phLtjaqqQGSA/sWXvwT9DIIYGStEDJGhPhvfuPNRtRrXA0sTQjKwRTUZL41iBvn3//Lrd13nb/7tvwP9jN57v7q4VAA0zdNMLRC4CNCAtTNwVbUoiKBgBubAEAwhRtUaSA0A2AyikSo6gpQ5Yeoi95CWjkjJpVnj3GK16OTd2Wz24ov3Ty5P1dqMM4kqJsZpUosAQr/bq8oyRhCEEIIqFMsVETHAhpiNImIGMUbvnYgQs5n1e93JdEaITCgRYowt+iIAYlSx8cV4VRzeuXPz29/+i8VivjXcnh4/4bRvaoTYUqpEAIBa1pVjT6gmEZFVFc1iiDHENPUItFwVvU6nCQ2oQeIdcr+blVVZlA0ioncIQMC91GnQyXzWH3Z62YDTxBsEKa7vHc6nC//0qd19dQbmOElG3VjVp0Vv1YAGSLsQZOy29NXRlneOMPngvSdl4JexXE4vzGK3s0XbmeuOvPMAoAwhCrakfCYFEQtmiGJG7JMMHV1ePD195436yQ++eGfQbaZdKxMILnWOuyKi3YPe9CQiJM60hmoy/cSdnYTt7cdnjydK+zcP73/kxv4eXB47RgrGzppE0xrCWrVCqGtLo7bBVwOImzf+SqJlG2PQD9eEq7vxV/bAtpnrXw2REKAO6pyvm/iJr/6SKbAjUFUCRphfXA7zkXkX2XJMAqghEdhqMisUQg0SdYrHy9e/8R/9vX+YjnqMhgRxOV/n0Tdrla0BRzSjxJvEtpKCgZkXMFOOEYETcil5ANoh7hp6MyIhQqkDIghIjdgYJip7KYwHW1bF2BTLVTkY9NmfaaSEkyCixqZUrOoAgBqXyyUiiYqa9Xr9qvr/yXrTGMmy7DzsLPe+JZaM3DNrr67qrqreu6enp5fZORuHQy3UWOBiwqIgmhJgSPYP24D8h5D817YoGDYEijS0WhQBkRpySGrIoTichbP0MjO9d1XXvmXlHhnLe+/ee87xjxdZ3aID+SMTCCBfvLjv3nO+8y1NiCHzbKKOqZ2QHLZOFmNStaLwdV2HJIKYxBjBOR9TZCbnnKmqmAlsb24juSPH1w0wpOS9TyEU3SyppZQy75JEUUXElMC5TFUAwHk3rSqYTRfJDJ3PhsNJ5rM6hsL7BCoIlMLW/j7nRZYax9SkwM4DkRFiwM2t3aUzJ5ZXl3Z2drq97sadW+NJtdhZCFt3Fx54tDJLqaFBrx7tXonLRyQ98viyd6kOcPtOnflieHuyMuiyWd6bv37x5kce+uG1pb/uKK8temtt3MAlA0PBNkdbHZAYMjuX+dhMty7+YOv1bxfDG08v+bNH+rlOlYCISAt2gCxjf6QTdnxmHtllvp/TFc/furq3Lfm5Jz/1woXz2/ub3/zWn/7wX/zg7saWUxBCcUDJIiEmNbQ2ep7bFWv3JVfQgvp4+JUdwp0f2ODhUBDzX0zLAODQCayV/7aTAVFVkyKbC5qd+vALwShhYvBsyYCb7fHy2dOWBFQNExMhIojW1fTe9pAVM19c/e7/9bELzz35yQ+//c7bDz96htDMEiQwEk8QVcWMzBihQs7BWsqktalWKpjIvEbIDDEBdoHuSOpgPiVk4L5zkEMlgERoiZmmRtHM5pez7U00WFldqqaNqfR78wd7O0ygpsTMBACUuU5sYhQxIlAVSaqSZZmpihgTmioyp5QQ0TkvKojQNDUA1k2TRA1IzQjNOZcktTefHQHy6GAUk6wfXXU+CyFmeesOpXgYQ01IZbccjceqkufeQFSsCQJIRKQqmWcRiVFCip2MvaGY5Ayld0CQDJo6KJiYFmXZ1HVZlrVET3Tr5p3Hzp9ZPrJ46a23Hz3/0He+/9J8/+Q4jv3G5LjWb2G25vF2yieeypOnnzn20LW7996+uJ+V7vlnzr3z5vXdg+rU2srRxcUQhnOLG2H5M/M82k/EyOIYNRqCMqtKK6g37wEsTobj7WvN5R+6u+8tp3tfevhMka03IcUU62BZWZZeJTGAbKbyqB8bxpiaO03aPJBtnovrTxw/deQs00uv/OC3/v0/v3l9Y1KFsw+e62e1a8PaWiNHEURQbDX1M/dcBAM9rPAPCQ6zTRzvlz2H8P/hITDb41sNgKGBGsIsHkYBGAEMRAQN2NOF059OJUMSQiZWBN7Z3lpYWEAiRBDU1nFSCccHo1EdWKGGONx6ZX5r88v/4JffufxW6TMCh8Akqmhry2tFliVQA0qmjFgj5pqq9gQQUXYoqgCplUsgEIoYCXBUM5HadBmxyBxWIXdZ6aVu6oygShQXl+32tYq4NULzxAiSl8X+cOh8wehME4FKSsTIxE2MnjDGlHvPjtu5QdsHG0CrnlHRqEpmANjKprzjkARm5koWVZScQyKkqAkAq8nUrS52OkVT11E1Z9cSuFISYjKzlCIhkwM0UIEQU5ZnVVWXWdZ6+PmMmzqWeVY414S668ucDBnUOQlJ1RBRVRz5QCSiHhAIh7vDqq6Xlxa/dzCsm3pp/Zgvs+HBsJcXK9Ver1jeR3Kkvfm5q1sH74nJVHd3Dx69sHZra3v19NH5SB9+fD1qNdnBl398/fOnNvPq5vLaT25PYLz13tzq45asGV8uly4Qu2o62b3+Rrj+drH33lEYnZ7nxXN9x4MGbBoaNs7zHKOCJGXuElS91em7716x+l7tZf7I4MTpzvm5/sH+nZvX/+Vv/N7VK1cE+KEzZx44Nb+3v9PrDcL4wPk6xTxTEhQzBVUz4DYTzw6BzJlFyvtRvu1WfuhHNLO2muWWHT4Bh2cD2X0bICJCRG61Poh1wMKXdQof+uzPSBJDYEQQFQdx+yC/8BBCMG1SiqailKsEndb1gSBAxOreD7765Y9+buHM8ptfffnFL3zOMbTyZc/++LFjTVWNZ5VYe5HW8zBEQxXQWfVmbcZ8K/dREANVC/h+CH1m6DLnaiIQJR9TUwC4xWWJ4cAmKcSUwsLCYOdgLGZ57sQspdgt8phSSkJEiMAzI3gAQFXNsjxWVRI1VCaUGevJGMCQRMxMBACJCTCpAFLG7NgnVUUVNVGbTOomxCbE9dWVa9euikheFlVTq6BjF2NyTKrqnSOPh3b47UgGy055MB6rGgCKJucwxBgNkur8So/ZT8cVq0oIHtnATRtRADUVSW0lMK2b1dWVlsriPGlTZ1wAE21s0AOrQpZFjEU5dU0qT/bk3pmzuR8s3r62uzR34LthfunB73znihocXzt+640/uDvqML8n8c549046faGu6snuzaXn/sG9K/vu3mvneXRupd89kSU8lqVdxmx3Z+eVvcmXzp0UiYnEd1zPFylOf7ix/fpL17jbvfDc5x86euStt9/4z9/+xs1rV2/euL1y5MRo495cd8n38nJupT6YeJe8J0kNI3bLfk8oGKAYIzsgCFrvvfctSmMwQAAx0PcjnKCVd8HhHt/GwOj9nNPDHoCo/SFGYmZmds659hdmJNqbTOf7A8D+p/7e/yKg2K4Xor17W0tzC9DNCEFDbRZ8uYCk0/3R1uSgHtdTjW/+yf85mOz83Jd/8c++/cc/9Zm/WqWmX2S/+6M30/Vbg6LY2dkG1bSyHvJSFJ2jpYw6JnuuTN5ZVrD34IgcIzlwjAaOMWfXIZx3rs+0WmSdjDPHTRWbpJMQQ5PEsSQJqvLK97Jub67XGw6HAHwwnSB6RPA+V4UmBgPM80wPz00iZuYQGyKKTZPlBROmlFrXIGZuOUotNt2yCplYVaXN6lREJFF1mZOUnHMA0F/ora2txKp+9+KlslN2y87+wdD5AgHyPFdRVQkxpiSOSVRExTvXNKFqGmRnCCGGXrebUiTGIvNIlNCPRwep1hjaB4QULMZoqgAoJo5dluULi3Prx1Yv/egtzRGbFDU631ELTlN98ty+EqJFCZEsr3SZd06sn968end+gX7yp57Jmvr3vvnjO1t7x08unX9o8d7d/SdOLyyU02z7ThjXTbgD9XYTBa+8/Jny4NPr+fqgn3ndLpb64QDZSEJj7tijz2YHd8klEzsYp5ev7vzFRiwe+PCjH//EwomVb/3Z13/t1/63P/7aH5nI8txKquTEA2ekrvMMepnrdFchpmp0t7t4bOfeprv+zm/ffOer7BGKDroOu7Io5qPEot5VND5MY50ZsMz8Sw7ljockn/u7+/utMADTbHultu26TwoCAAAxS0nyXv7Aic9EVtTWxFGNII2m/uyqAhEmwYw1oEoN9ZUfv4QLJ8TRnUvf66fOA2ce5j4/cuLBETbICADeIWR+oRhU9VBCoyJtmgEaNApLnlhaVp95otSebyqoDtwh4U80tUxigwI5R/Ae2YF3FDOHJozqenONz1RlMFjY2Lz3wAOn7mxuAnJVT7O8l0wNUM0KRCYKsZUmJkDo9jrTyaTICzUx1cx7MxMVVWMEIrJWb4EIAKrChAYsbYiLKhOGEHPvUhJm2ry30zTh1AMnEHg0Gh8/elTibc7REaWUDIydSwrOeVXr9brjyZiZvffSBj4AqmFKTctT6efd3dEQEDLHc/PuYCQQsqBNXccsy9tHkNG1hiK372yuLfWPnDh+6ealR46fvrG3s95bgGS7WzvroHdBCanrXF7wxm5nfi/2To7Pn5obZfDG66/d3phs3B1+6QtP5rkPiRbnsq+9dPGTHzp6eXPPCpcOdBhj3/uiV/5Ibg5DeDhfj8lWDzbRIZErM9tTx6ONG9v7W7WT7nx+7Gy2nue3Lr/9zg++8rv/4q03rs7PD7o8N390qTe/mvcXF5eGeW6uKArPVRBBVcZx0BfPnLz99huuX3ay3GeIYAlsX5ptrW97BO8zQyAgICRCu0+Km5nmAmCLfLezFYb3Qz+sPR/wsCF+v1L6QMlUVVNPbjiuPvfRL0kIiI4RjfBga3txabktnABQEcRhwXz51T+j2IdoKTV7P/ruR57/1GfO96d1c/z8WVEjUGSHnr3LOr1+sjqF0D6OTAhgk2SZJ5MZaWpmNmAgpiRizrWeXMAcTQFBEYiRyXLPXeIOoEPzht282I069ZlTdc6H0EiMZe4Vs5A8IAx6vaqqVLWaTg2A2VnLigWIITmfTeuARJljQDQRMVAzZAIzImqzJrzjlBIRes9OSc28dzGGLC9MlVlVdWdnn9mtra+oEaB5n6EpMWkKAOCdiynFmJAdgk0m0xkAimigTCyaZhomVTTIctcJjpk6BXsH5FWqmMQ6ZTGzvGlN9A3MZPve7vjM0WK+v/fKTjp6/GB/1CuH/V43VnVvb8Pmljy6BKHLujdX+qp75ea10b3pibNHi9Tc3ZieOrKw0Om8efPW269f/+hzF545n7935dbp8yf+819cLOY7a3Pl7ZtDcP71l+8++ww99MAxx+g6tDdNJ4rstZtbP97STr9/9rFPrCws3Lx++Xvf/calS+9CirkvPZfLq6vzS/OjzZ0IDZJlRVlV4jgPk3pzdHewuPLis4+tWvZPrrz5+S9/dvMb33SQDDMh8kbIkGdZZkAECKZGhEpt7d/m1rcZp/j+CYB4GH58iPrP2P+tKAMBge6XTjN/xfbNk2m9srC6P5Hjzz4z0obaQRuBDMeds6sCZpRUyYFSskl1ZfP1W8c+8vlqOrn0yn8YrJw9nx+cOvf05uYW46KBKjMyzaEbEwMyO8/ELWnUE6lBY9jpduOucJvNidhWtYJAaKpizISYwEysktRoQlGfuT67TTIiWiDcTBEMMee60z3qEAxFZTDXH/S7wym0h52EkCO5ThFTSiJNE8WsyHNTaZoGANFnKQkkMYR+UTYxNiEQO5HEhIQckrZjNUBUEQRSUyJHSCYaQig6eVM3w71REuktDIosr6bTuqk9c5TIqggYUlAzZj60YqImRlONMWHm2y+ryHOAREiAuHUwXB2UmbcmRTVWzYPUnhnNRJIReec0KQIhSKziJKVev1dk5dbeDgvU1RiIlspuf7w76K9MTTLwE1XL3M16vb/zWm+pu72//caNnfmVlb/1X//D3/7X/7ubx4fOHd0ZT04dWb63sz+X54+eXrl+a6/b6dSTtD8Oz1w4ksIIsClytzccvXZj/8/cgJdPP/Sx41GmX/naV15+6eWqbkoqlpbXB6vrnjMS0e07BMuhCaKVKR6Mqmoy2Rvvn1xdIF8vn1z93Cefkf3xybkupfi3//u/S0GSiqm0hJSkagCqIO0U2PB+59vKeOk+Sxpbb7v7fDgAuq9i/CBUdH9EYGamSAbYOqAYFvyhZ//KlMUhGgIR7W1uLa6tKSshMhJIFBHf677+zW+tnfnQtB5t717Bzd39e68vLPT3t+52Bj0xM1RUwhizLFNEAUEFJkRQMmQAQhJJmfckAipqliTRTPdALY/bYoQUDMAABQjUjIhMEa0gzBx4sxXAXVFvLvbncsMYajAUTDERMwGSqSVTRZhOp4SYOdct8yLLpk0TzYCJmSzFnIEIMvZV1RBokWVNirPKUBK1I1+klFTEggoApJTyPBcRdi4lIccW5WBSRbUTR5dTkKqezs3NaYqK3JZzRIRgGTMAAoEjVLE2d44AANkxIlBSQ+ThqOLCd0pOillBOYXWZtM5LvKCkYgIQBqJ0xgbiU1lS2v9Ttk/qCYEpgjNJCpBtbe3nOUKWiMIqvfmTjxUZAOfbLh5kFSXyvIH7974lV/8H2IM0dL12ztf/87ra6sLN4bDL3zhmVOD7p7VTzyxtt7HrGOLJb2+t/UXe+XbnfNzz31m5aGzu5vv/r+//k9/9R/+6kvffWWht/LAA+dPnj6pEHP2WZYhF2Bi5Nr1efL08Z/5iedOL6w8/pEnP3Ty1Lx3R5cWY7Ch8c//t7+yvVlf9X0XYpMLOyBASnpfoTnzXPyA/n02BpvxQA+1XnaonrE2rmwWoG0zte+MDX2/N7CkQCjDetLP3cF478M/+V+lIDmiAoNvskry1U4CIyNEUwIz2B/fnWxI7+l5q+vrP/yTslMuTkavXvxxSqPHn32eDKQtYxEK7w1ApU0SJjJjAgNNBkHZjFESqUGSJOKdaz+fU1Bon0v0CpKiQQfBgYEnLp0vvJ/j8o6TqaZc2ExtbiHubwtb5jMT1ZQyX4BBarlRZuRcE+MsHhGBES0JAKB3kCJ7AkTPHBEcIwCF1LqmKwIQEyLGEAkQCVWEmGISwGQIauqMCMAx7Wxvr67MHz1x9ObtO3XTdLu9nck2UUZMaoJI2oYLqSIwAHS65WRaMZOoqGiIsd2rmlDnWTme1MO9ptvJt7brugZGAIQ6hNx7NZjWjZkaECEh4P7+8LHz5/pzvWG1O1eUdahPraxFTePR/hnWDVSTNEVCpi3gOTe/tFwvLuS3N6qLl7aXjo10+di97f3lwdzty1tnHl9fHLhX366/8u3Xx9PRKz/ceejM0SkoS3XhfLdZKDb3msvf/dPr169s3Njsr6+uDVZOnziGrqBqLw0PJjEl7VQWXcwLykzliQfOfPvO9aqRF1547KkHz9398Snn6YlPfLT72IWsO//Wrd2UpLd6tJN3F8suJRNp/dsBFGZ6LjNLZsm0tTie2RzPukNTs2QtO3r2p4CJmZgm0yAppBRTbD2+xbSR2KTQpBhSiklilFHVDAZHGJcXHzmbowoJkdy6ei3PcwNyZsoJkES1288vvfnKyceeF7PbN7/fd/Pjm6+cfvD0zXcuLUDG3ULQ0AAQQ0wd72Z+EUiiqjEAoiKKQTBJakzqDFDVFJAYFABMSNGAnKsIh2wVQgJoTAMYARbsPBiR5ggdwD4agbildbSUTOcHg6aaIsJkMmYiMrQkBJBiJCIAZGaRlDku88wUQkr3TSVjDC2Ltn0DEklLllJVVTr02ssd51mGiE1ICoCETYhI3B/0Nze26iacPXd2btAPIZLzEiucVaCkquRYVM0shICIeZ6lJCIChnmWASI75x0rWFm4UCGwVwNT9nnGnKmBIoq18SptAjiVReGId7Z2srxz4vTJ4fBgfX1do3TLbBrS9GDqR3vRKAA7ZDSEPDvy+IXUpKLf7ZXZtB57j/cO9k92z82vlc8/f6FI9Te+d+uh1f7WndG5R04dWT46v/bMrauja7f3vvL1W6+9/eb3/+j3XvvxpWYKK0tHlwcrebFYj3ZC04xGB/UohMTg86fOn/n5z3/i7/2Nzy8WS5/54gtnF5ceOn1modtl1Kc//sLS4Pi7U8kXV5dWj5w8cfrCuYfX14/NLQ6CRvKeDUA1pRhVVFT1/nJvIwfvz3gR71tiIaKAJVUBiyoxxhBDE0IIIcaYRESS2vsieD0UVRKAqGSaR6/Pf+oXppqIWtlk7NRlvtxDSkiMCKChaYb/zz/+ZT9cCB2/s/n27uuvHOxfemhlZefuzurCYkB2zrWXiKaG2PMemVoE1gw0xFb9AqpmWhvkEFFbA3tFABMFAFZDEDERAhM0QBVJmqIIEOWeO0XezbKMHRIxgoNULq0cjMYA2u/3p/V0bX01mjifiaoaRjFiJ5oQAA09Z0QYY3COtc0RwdajlB27FkdudWEtVqZmKaVZ7U5oZqFpAFHMnGMAYO8aTbvDg5vX7zDg+rH17e2dajotyk7uHcwy5FBUEFBSQiSf5aq2v7/vvQNonTBUVFOSlJIpSUyOaw8YooIJQYqazFBEp3VlohmzJ8wILaWyyMejyb3N3ZW1FYvgOzmKHNRjBkpR4vZdRhbMDIKzSIbDZnVhji++s/HM0ydOH+tN6urK5esfe/ILv/7rf/7Hf/FaU0kDeoDTZx4/dne/+Tu/9CI01z714nmos8zw0pWdE8eX+4NeURRN3IrQUJGD5Ow6QSE6dh4A4bOf+8gTT51afHDlk4+dQ40fevLR06sro2HzyrWt7c7S8rEzTz/x2KMPP764vkyOkiZAkKSZcy73TlIyzwAKimAoMKtuEBGImagV+Ipqq4HU/x/zx+wDTIc2I76dYN4PMT58GUBK0ul2h6PR45/+ggQjZu/4yutvPPDAY+oNgdGAEFxevPy13w8bVXn89DiEa699h7K83LhtR08+uLwW0oGaYVIEYGRTI+ZOls1iy1XZMdPshBIzAh6ORoVZDQotQbOdbCDkhjW0bnhoABFMZmRABAQCyAgIwbE3dJGsyzw3PzeJkULs9ee2Nu91er6pmzpW4FyIAmbeOSYgxzPc65A46BTVrMjzJgRVVQsiCZTIEQOw47qObUovqCkCEyFAiwg5xjZziImaGNX76bhGsN5ctyxKBE1JluYX9mtQmQVjwWwmaSFEMMuLLKWWIJQUxRO38mzvQFVzX2S5jfWq5iIAACAASURBVKrQLYu6Ee9NBFRAzLzjNlaUiIEwpagCm1v7nTxbXFjd2d/tFuW4mhbccRk2W5trR8/fJTDwrDYt+U7orqSCs+x7r18+e3J1f3RvZ6f3sRc/svBvOxub4SJNNm5vr33pY3Pz554/ns0tnv3sZz6UORhP/+Nb77w53gvLZ727ust+oGIMfqGTbXifeWjqIBTWlk/8zY/9hCaKVRKWT3zxE80k3nzrvUqbpbVTC8tHfUbJLInFUJG2wykUs0mUfplTkXuJycBa6xhCbPekttRrl7qpiUg6fInI/clXC3cizhqAQ/5ca/EEOiMGHaJAhoCYlDsL5bw/NXf6hGMl1BCrAXa0Y2iIBEYKZuN6484PX/roz/6PnNHB5mXfxPHmO+vLqwra7fdDUpezgQrCTMKmWmZe8XBmZ4AmHqEVnIiYGnSZUI0NTJJpy5W2KRogg6EAggqpmmitmkRac5icXZFRiQZs3ozJ5rudWgEYe52ymVaZ427ZKfOCDTy2pkAWklVNkyQliXoYBlVkGRuGJnQ7pZkSYBtMFc2QAAGYub2N7WmQUpKWLMTMSCEExwQqBTs0HI+nMUZiOnLkeNNUMcXQBNWEiKZGgCKt5RmQc4qUorRNmogQoSM2VTXg9tsjM1Q08gWFFMHQksaQvM+8d0TUGtO2BiNmsLMz7M/1e3Pzu9tbKSZTq0LTCOxs3DvFHEBE0JMyyMQPLl6c3tzY7mVFjfKln/hi3JWx4pOnL6wtzveZT51ZfueNm5r2rtzYV5m/urHxo3cv7k72Hrmw+OGnVxZWu0fmCyFGgA89df5XfuGn54rihacfeejY+s997rN//5f+9nOf+UTOOXjKnMs4Y59bXf/E3/nlhaPHkS2KmRqqIpCyAlgybaom9ywpuW6e7+qUgLH9iIcYDiGZGRO3TS0AsM2cHz7Q1N6nhd4vjWbjMEOCNjFHcTYAM/OOoqkhOOo8/1d+cZIqRjNP2xdvHTt/xgSU1YCQzDv39d/+t09f+Ck+cuRgsnfjx38icXKsACF2AHWse1kvAbs8p7pG1oQUk3UyAmQVxTYzL0ZDYzUEUJXGl6WqQbIUD8VpjIdSYFQAwIQyRbeXoiSNBlEgY3RIGVJB5JC900mVdbuYOt3jS4tR43A8XiNX5My+2N3dd56wtf4mBFARNWQicORTSgCWZX7ahBASZo7MCLHIfd1EFQVQ57OmaRywaMy9Q3YhBFUjFec4SWqSMWLmXV3V3sPGzn6n2109tnzl+tVpPfSuSzoyy13mQ1Uhs3NspiApY1RTR5489biMagKSZRymwQgz5rluOTwY5TmOJzGBd4h5t3QhIGJKEWjGkHcAjMyou3uj+fnukbXl196+7UsXYr04WK+mtTCehLo033hykTzhgZef+/IXbn33DyvUlROf/ujHP3H59Zt7sf7Zn3/qn/7mn29W9vgLDwyAfLHO+8NvffM3rly+HHi6PCinB9JYcnzv8WdWngkn/vSHxfknnup03P/0d3+pOH36b/6Nv56C7ccpYpb7xEkT6puX3jt64tRjf+2vnn786dAEZ9Ti8YcENTQCVpdISqTWJdYRzfTveMi9auvy+3yHQ93vjMb5fj1zyI+4T4J4f7PHVgQzw0LbGaTzDjkbdAbTiVz4+KdM1IDrg4NBf0FRkJGMHKoX3tm6Vb1xdf7hZxnwzjvfd1bg7rXOXAcZWmrd4089GSTlWQb3pflgnTxvo6be/zhtIU0ECLvTSUaEhmxIgCaKZmhIZoimIEnDbrA702Y36YFqE9u4YvbMGXPuOSdUBGUwdNjt1bEBcmKJHWVZJqrEaCDM1MqEHDMTwoySkNoy0kC9Y3ZOk3R7PQCIMQEYIYpIExoBTRIB0BRi06hISydBaJF7da3AF1kVN+9ui9ixo0eQoa7DYGE+NQHARIWYASylRDgbwGRZLqZ13UymlRmoKJEzMwNMRPf2h43YeMqTyQwVGE0moqaG7HzrAq9qLvNNHRLC5GDCnc6pMycydGVZhLpZ7HW29vZDTAd3bgwyNsU9ogAkzN+5Bh96/vyR9SM92P9n/+Z3FlZXL7/37g/ebB58+NgjD6/t3l0u5h78yu/8++3Nb/c60/6gWV9c2N2tKxAuXJg2I+o+9fwnPvLMRwtAynvzFx6eW14bjcf7o51q796tm+80scbcW5Ve/sNv4KD72Cc/ZbV4A0RQRAXQQ182SRpFHDtRATRqi8vWxX9W+hAiQevkM3sdRpV8YIW3jKAPQpz3n4qZDKAlfhoiMbdvE9HRwQQyPrr+MK3N5+Rc7u9dvrWwvkQt405BCbjEP/uj3zxy4YUKdXeyM7x9qdq/uT4oZvFNxExuUlXcKaBlHSASoKqVzgHx+yfRfXkbIphNYugxiigjtuJ4nNlVqGqKmtSgZFzJ80XHXQJiFlMAZdTSu5ygB1ga5aiOIF9a1FSJxFaB3m4YznsibpraTFvOEyI6xy0g4L2HtqxHADPnOMSISM4551wwKXtdQliam+t2CmBOat759ijudjot9Jk5FlFkzsuSyG1v7QHgseNHkFwKKSt821aDoaaUOdeivVmek+OUpNU6iUKLhCXRdq6PySBi3SiQdftlmWMSUEAjElNyzgxVwXlfN02WZ2Q4qauDUbW8vlgWnbLTATWB2C0649F4+96to97nrT2jw5K14cHucFxLjHV477XXtrfu3Lt+3aDZ2b959Nzp7Y27obmoUD31wpN3bu1v78ukSaurC6UjqGBiAIiXvv39m9/+D832hqguHl3euHvtte9+709/7/f/+F/91u/8H/9s3EyInDKdOnuWBktIhQEmADGTllOls74fgJqQHLd2nkBmlmc+qtpfkjLi+3s9wl9e5R/sgO8bQdw/B1pW2yFw1C59UQAxIHbTZvLCl34uTBsB29nePH3mgdRGf6mhM0hwd+vyzsuXFs88Axqu/ehr0KRB3GZfsDkCMrNpE7cO9gjQQkoM1BqWIhSewbGZITEisRkBiqqqEGLVBEpJpZX42Wx4YYaGzsjx+8PjxmwsEFSTKgBm3nkwB0amyobEJpSW17a396b74zIvEbRVrbenYus0nCSmJGraru8WDEii7VFgBEXmm9DMbo6qAYQYM+dJD7OmmYmo0ykBoNPtzs3NhRgQQVuSkyUC2N3ea0KzsraABilGdqxJAA2QyrJQnf27EAIhqaqaIpECqkjb1wFA6VnBoqADn5EjsG6ZA4gZEhEzp5TMoJVuAmJKkRG845u3Nrpz5eLK4jQGQpzWo6PLa2p27b3LvRhqMwY2w4B4r5x798p0yj3LTqyt4Pdf+vPCwrsXr5048cxXf/+NndEbP3rvvcHa2vf//GXp4MrS4Oq7d27cOSh7JVi1NYzeJqHZyjQzxxrTb/7Pv/qv/vH/+r3/+If33ni3m3Wf/9xPLvYGgFR4qo8M8s5qkhAtCliY2YAotvs7MiCqmopKwhTBgUJZ5MNRBXn+X4A1h2ha20W2lJ4PPgQfqHo+SHEAVWVi+MDbVZGQkDCKcpaV+drpZ5+dqqoD3Z3Sg0uoJgbgECV1i/Irv/Gbz7/4CzTfu3XlR7K1FXYvLi2WZqLGbbctoCHUN+/cfHT0MCqgzwkNgErnlbktetqnlhFay3kATGaOwJKQgaqQWVJBcmoKrU7AABBUVAAqgFohKSiYJ/bedbM8y2KRdEpYoyysrGsdUi/N9bqhmmZsBJJneVVXiCQiAJBUPTsVYQQDqqeNoDmHRV5Om3owNwi7O0xorT+vYaojMyW0qq5VAdGA0cyIeWd31xE5n3nnRIPLHGjyRedgPFaVoiyWF+aHo2EMdafsRADMMksNMTsmMwsxxpiyPKdZRgIwAQF670WtkgBICpy0WepgVI1iIua8a6OyZKazmVmWE5I66lJ+697e42ePrq4uv/bGxlyRhyTdkrvdfjUc292bbuUoEHszMZsmvLHTsStvX+psPPfIUyfX7dL1d049cKwrIa+vHD1zcrI7+tznTtaV7e40veMrX/j0Lxw7+vj25u6Vd18djW5Ucnea33WcICUC80EffuyZ+SPHY0nB483bO+emVbc3B959+jNfdMZikYiwFTOhiaqotnnxITZA3IRgigDgsBVfp7HZjORGbV3QAuaHYZSEKC2gj+93BYe//GUxJNHM+fDw/AAgBKSUoiP3yOOfrXKlxt24dvnMseMhiWO2dmk38N6NN+uLdzv/zflpPb73+vfrg83lgjA55jZRTb1a01SW6NUfv/vc089k8wvtQQZqHe9aT8VD4wnjttoAAwNBc3nGlbZhgkR06HBnrGqmBJbUEmmU1EiMrRkOACMyADOjY8fk1AGKW1g6CLEP0Ot27t6+sTPcXT7yoDUQmZCISYs8r+paTLzzhKrtUAzMrHVDsclkjAAiAoitI3hbDmXOY4cnk0mWeSIWTUhogCHGZKAiCCgiC3O90TCO6slkWodkx4+uDd/di3UzN+jf2d716FKIQM57H2MicsxkAAyohM5RnnlDLPI8psCUqUruqCjLMnPNOKpRksDeMyETaRL2Tlp7OTMBSsmaUE3ubme+WFtZHo0mS/2yaZJfxNJ3OrnfvX6xM7++XWaegdCE07Enn6xev9VbXT+x9tC1mz88f2phY3u8C+6RJ7/ouzh4sDxz7oUgqKOD3sLa4tLyrTt3HOnykQeffPZjJvXw1rXV4hplMVpDFx7sH1n/g69/1Xb2eJB/8cmPsQVSqRPkCyuqiZhBUdBAkiGKqYgiEADEGNkTyIy16Yg5n8kUCYGgzRwmslkIsQKgAiYwRVBAUJ1F/bb3wjQlAbD7LUP7KOgheahd/0yASmLkMXv2cz8VqqgW88qs8K5lDJEPEAcl/6d/82tPPfsl7vWuvvq1phrS6Ha2NA8AashkZmjMiraxtS2TuHr8+HA0RjQBIwQmZgeC5kGR0MSSmANrjJBM0ICzzMbRjAAdIRqgqURr2LWu3A7IkANSVG1SitA6EEDhXM8xAwgRauqjloP5PTTD1O3Pv/7mawuDwXBvXPYWkNh7r5S8984RgNYNOOeTJHWIYk1KWZaZ4qQJYEpE3U53NDpAZhVDoklVAwCiEyDRNN/vHF1fa2pNGmNqLIEBiWm3W/Q6cU3744PxqB4/9Ni5V159I6XQ686ljY1u5kpXTJuUYlLR3Gftdw9EjIwaBQA0VZUAYrfs1HXlc+r3aXdYMbP3AKgKquidy0wDADpiVTHkFJOoIsFyJ29UT548liMbQGyqUb2/vbd55uypsL+vk10rjxE1Yi738MYtw1d3Fi4svHg2f/2lG9WD2Vy/n3c6kFGzPbq7c/C9+N1I7vGHz+pwo5rsDObn0fnV44uWFKC/OHfu6PET0VAqefDk6aGFj+T5qOfCIHv6wrEJoQqBzxsxNFJo08bbYexMe91Gaxu6tpMkE0N1qopkhCbSeC7MEJBEZlkXACAArag1iajK/SmYgXlmESM8HBu0jKAZhwjvD4+JHSKPwsQBLq092D9/Lqpcfeetc+cfblAJEBFdmuZYvvzm1/2mDX7yw9Nmr7p1aXrj9aNz3cPCqr00EzUEbJqmk3cGiwsHk6m1RlJArm1GZ4xtVJEWj22PBTOskVCktSFXFY0x8wURASLoTMocAYJIpRJEgoiKeubMETsYZH7YNAeMZL7o9pJzpOLZjQ4mjz76xMUbe4Oez8CjEZNrYpNnfn5+/sbNe0Rc5HkSZVb0jghF0TERuaLIDw4Oik4pSQTVsUtmeeGTaDWti6Lo95fPP3h8rjCXdchxCmkwNz+tKmRCAElhc3P4T/7R/+0KBG+b+/uPHznqNE339xzb6tETTBRFDcxE0SCJGkBZ5kVZqgghN1HIyXxnoSgLQ11c4aaqDaBTOiIkJFArmJGQmUOIKakCFEXeL4rJeLK5s3vhzPrqfC+o1FUzP5k4moJKh4sT01BNxh75wNuI8Njqib//83/tnXu7zPD0kSMPO3bNpDrYAV+CCRX5+L13TeJ3Xn1pf5osQ1ZMaOwzLnxeZgsrqxnS6ukTpUJ30P/jr3798U+8OKgNUtgcV/lSAkrT4AMEnPF0wNQAEMkcUpteJyohJMzQ1FqzAqcqBFTk3kDH1QiBEUkkAGLLi0BEbQMdEYhQUprF95iSzxAx89mh4K5d8QRArZgY8FAxgzaZVCuLK48985lo6WB3+/jaqQYiIKEhAoRE3a688ru//ezn/xaV7sYP/vzg3s15lxJ4jJGJ6dCaFwxyn7uFwc7NLWvpYqqEyER5ljM7MANsr1AOiatggGQQEEu00MbZqqFDRExgNDMshVa/2SYeJ0AxSGY5gCMsHJcEOWJJsKUpy4rUnZPGGl+5LFMgRw4j5JBNmkZSBERLcnu0mblsWtUSJUkqy44JTMbTwWBgZg6c5zwlg5AyYiCKUUJob7Uj8qHR8XTy0usXO3nu2TUxxJS8c00dnPPMznsdD8cG0EyU0GfsPfvB3Pz+cBwSFGWRZ3kTk4IxUQjJA4poZtb2TWbgFImBkBTJgJKYum6ITXdhzjO14+SUErYclrKop02fnYEimRN3+dqdDz94uoqp31nc2L2RUvP0ow9Pp1VW2pGuv1RV9cICGxjhbaDrsXzl7vDUUz6hPHJ2tdefy3IvCpQmWCx5SyR1bTwKEBJKPUlhNI02PZhMJY43dz3Fva3NO01ICU46t/fqD4zRyv6dS6m81O0szj3x6Z91ynI/w5G4HQHNcknNYhQ1aJqYxCKaGbjWobDIs9CkbtlldAAWo4WYWgMC59iU2DsAc85Jmu3Z2EY+gsUWS5slPCACtYDDoaQYGVVUC8oBi8de/IRZlIOYnyySCQMygCJkmP3w+39wvH+uPHZiuLdxcONK3LrUWZ4DQ2BuqfBEDABtJz9qGiDMfWZqyKDQKsIYiEwVkRERJJoIkGv7FAI6GB/MkYyRHbaxeyCixNRm9wlYY0KGCV1tWotGUTEDAw/ICIXzHrn1myc0X3TVqkldxZguXnzn/PknfuanfxpNg2hLgwUBAHHehSA6S/nEtj8iJmZSYDKomwrQHDsgjFFjTJkv2GGSkELo9vsISMiTWMUUCTE0NaFLWmdtFE2svvjxp0B0b7j39W/+sG6mi4uDT77w4dNHVuaWFoSyJFY3EYFCU4kCInnnRWw6HQOAz7KqEgRRlLIoRtOpCKakZAYoOEvpgkkd6hjUFFUduGTiM6rGlRp4l68uLlqWzc/3Hnno4cWFFU33drd3Fg62IFt1loIVANMG7frqmce788N7d7eHtaDfq0MhKVWxKuaXoU4YiszVkdBjzwuXHc9lxjYeNyCCmVvoFlPNo6ACChoH3dvbmQLHLOu5rJkbeOc1CSG2hkgtW0FEzEzV1DTGKMgzDNgUiVynKKZNKLLiYLTfzckXGZg67nZKboXvLXbW8jpFTADlcDzQUqSl3T4RW2lYO1a73ycjIjseT5sy9+tHLxRnjr3x7W8+/vRHp2CsysRGAJCsiF//l7/52S//I2O7/ta3dm+/c2RhHgCZ2BDMjF0bFkQGmOc5BfRERkjMxKhAiJBnzueZHuJRDJA7N5nhUGyAVWh6oAzAACDaXqhDum/O08Y9KVIAmqoGkRbnRaaSHKF573oBK6YkikeOTa6+lWfZysrqlavvLS+t/tZv/7uyW1y9fZvZmWqn2yUiQiyyfDweqyk7F4MYGCEg4rSpFwfzra+6mpi1sgh23plJnvGFCw/d+tHGeFQhtmrE6BiPrK0ejCbknc+orppep8cMpjLZn46ryebOtnf+neuXNid3+TpZndh7keQIe705Q1I1TRICpxTNknOuKDsh1FEjIROYdxkzgSGQ5EUeNaUQUUPPQ154aFE2x/O9Lrr5aHbj3rsPnT32zs2NE0dPHdRx++rlTz733Kuv/vjexUvd58/sDA90wRdTA5XvvnE5/sm/fuEjz6hapzcfvAvgnA9LeWZNZb4M5BFTDsIq7HwKDefe51kSiRL2E9aNMCmgePA1yKTbsUpJRSBaPgg1AaRkKveXf5tcJ2oz4q1ylqkBOSR0BubynKtGc++0de9XQUQDp6qH5QyiIAAgMUALoRhiG4o4c/Fvt/qZWLilTrSPITExM3FI07LoPfniF5LoogPjlBknbkN7wTv8xn/6d2dPfKxYHNy6+Vazfa+T9qHbQ1I0N2un76NPBisrqxOabl2/7ZBgFrKEjOyImFlUWy0yE3pmPMS/AGwC2ZHCQJERkyTX4l0AioZopMhqpDCNcexokmIUVYMo4piZ0RNmCOAyTOAkdJaW/WVrqun8wiJed6+/8frHXnjx+Wefy9wbVR0dk/PO1EKITYj9clHMFCwnNbM8z6p66qhjidjIuYINQ6izzBOQiqg5i+7apbsppVAptNwqJc7zW9eG4/HEZzkh1fVUbVeNozTO5b3BgiVdWlq8eu3y1p0RIBBZDNH7jBCS3pKkzJQkAgAzZ1k2nVRZ5kITwbFjF0PDTMxU1UakIcbMZyHEVjPFTCGJGrBjRnBEAjZX+CzLllcGeT43nIyjhheee3Fnc/jWxbe74eBubfmcqHdKlJaPHDt5am97aGBGMe0PmbCuxhHBz614tSyzglJMEl0ZwUKUvdqC8lxGPkZx0u5SApokVAoOfeMROj1fdEedRUsjS2AfsOmcQZvtsBQsxojsCUHBgmgUcTEJIBCQZ4wSM/WH1ftM/zubChC2mrHZn4d9sNksyrdd+wToiAGRmYgJkP37W/jc+ede3D+Y5CJYNVZ2CNGI1KKm+Orv/v7Hv/Df1TIZ37m8c+21tW7XFMxIUduSXs34/6PqzWJty67zvNHMOVezu9Pcc/vqi2SRVSTFRhQlukSLls04iuEYiWILBoIACRIgSAL4xQHyFCRPegiQKEGegiQPRuzYoGTLlmw1pEV1NFlkVbGtKlZ/q27d5nT77GY1c84xRh7mPiXn4jxdHBycvc9ea405/v//fjQCULEwDXe+9fp8Nj9fXRTFiACAmDF77wR2TyREKG9F8X8a4Fps/8oejOiQoxkAihkbFro8oCWzCFopZtFtzss0ZhVGhwSV45opMDkEInAmcnDolfy0GVJ2Loiq8/DnL3ybrZovJpttf77ZMPEwDAyAjsGACYQAVIdxQObKEyA6ZgEjgKZtVAUQnKtyFkAaRmma6ube3NRW275E5uN227QTZE0CzXya82hCizBZd72IKuj94wd1U6PBfD4fUowxFby4qBCCKqqJ975t68a7FFM3DJ6DmIbKDWN2TDnFSS7+3/9f5JWYRNRzMMsGGnxAkLaqIyT2jox/+uorR4/eWhwdPPHEY++9d6d/8FBuPOo26zzZQ8pjO/n4Jz/1h7/3++Bw2Q3Ud0O7oCy9m2EnC+rHvm/qWs21LvHYE0pWbIITyNEYu7Fx0GXO1eIizB9kf9HDGcphc+0TT94aVz0lRSNAcEiXfTi766Esb7KqxlxWAqIgZg51lxh0lRtSamtDvMReqdnlPPOh0xOs4KqgTNGI6LyHQi0v7Qu0WwuVJntC2sSRgD7yzGfctf105+H06cetaBSWnToFfuPt707bm9NbT7zzyp88fOsHh14NmbFQ0kvEDIiouOWI6YXvfOvmtRvtbNGQQ0RB8AhqSgh1VXVWtGje7f+JQLAQ0fIYr9+4KW88AEIt/cNqRUb4UMxTM0IUVSPyGC4BqOiJWu8CcSBkxIi4t3+lh5zWazB9+sknXn3ttddee/18vf4v/uP/7OmPPvW13/4dZkyx3247BFCzpm6D52EcckpXrhy9/8Fdd/lPRAigqqoYY1ZlZhFt6ir4gEOeNPW0baqm+eDugxhTUkkCKa4Ri0ar146uLM8vokhp6RmG0g7E4+nZGGNMmYmZOUmqgxexlBMA7i+mfm82X8z2Fvsnp6v1Zglr6YZoYDnn8jgvfKHyJhUQGjMDOu/QTJtaQfNqtW1r+urf+JWffP/V1Xb1xce+9P7xvRvXrt+8cf1k6Cfolv2Ae+7Ktu8dvnp/a0jOgDAsDq/GMcfJbMLTC9DOHeA45D6L9F0HIhaz1kGvWsJQvyOH527+ECfnPSzXcrE8r7F/dG8iZ+MDocO9dt7ODQlt12W6o/SoilzqYCrjEMExGKkZoIqKO9tsS5NCHfxFPyTVXajkQ7jVvzXNY8EEXpa/A4Bz7sP1P2K5j5Y5xYq3VMnWmyVD9blf+GvQDROHddUgYiAVcGaDgmff3njkueXw4Ozu2/DgTbdoTdUQRIWI1AqirPz8DIA3jm6Haf3tb397dbbMBlwMCIiEXDdho8alapOYABHAMSsigYmKq2tLmYhzjgiGagiKwKACTKhgamKghNlgFYcutdJWBMBgE+9bRzW6FvPINDs6WkYNdTXG4cr+/sc++vTrb7zx9NNPduPqt/7Z1+aLG2p0/97dKoSmrVOKKoDsii9wvVmHUDnHXddXFXjvVLUfBu+cQ6xC8N7nnJkRTLfb9bSdPPjgTh47NA7Mw9ChYVNXnSqRSzGnlHwIdVOnmEqMxsz6fjAzRHLeqWRHFHzgGradte00OOuHAZArh+N4b9E6gxkBDSIfSuk70BmZKTDyZNJsus45dIR7873NanN0dNjHhGP3kx/94Ld/71/dfvSRJlRvvfXW8z/z8y//6PsUdTLEpQ91t8ougGa7cevp5S1u29//8U/RN57T4zdvby9OPVWh1um0oRhNYDBwOaVq0vHeizY92/C6W6dxfW2ebx8dfPZw/sEPN1/6T//9q9XBH//+t//fP/76IzcWdTU1EDQSVVNJJdUlkkUM0MQqh5rB2EhzBnHGDtHdeXhcER0sFo4optQPAwTP7Ir6+xfHWbwEOpfY3odJ4UtfdIn+FuslqiIYEJsJOMyj7B8c3f65n+ukP0ynfm8/geubGjMCuLbyf/SN3//Mc8+/+uq3Nu/8YDYLxZmnl9dYyaw7BwAqMTsON6/fePnNn7DY3uHB6v49lasPlQAAIABJREFUU0BGNWOu5sEfIyoTEICqqRjiDn9IEFX7GF0p4ZOMpoBcuI4qyh6AEABEVUSTaCeSkoKoMTnHwVPw7ByAA86em1q8D0zatJrl6pWr203n2H3tn/7WE08+deVaPYwppbFtm0lbp4ib7VhS7dvtttxQUsohhJIBIOIxZYDsmNFQVQAwBHd+dhyqq3fu3vnkJz++2N9/8umPoNJvfu23792/l3IkAMe82qy9D1lkPpuuVusxxnEcS7JDzRjRQIkJFDXrE48/+uab71y/evXh/Xcl08HBgcT15z/7hWu3b966/siPf/iTr3/zz9eSTIyZzDSE0A8DETnnUsrFPNYERoJsabk+XUwWq834r77xr6PJrJ1ttsP99++nz9vh4ZWLO3euVXwCYqsL2ztCNLp14+8+95Ve3MVqnUZIOSrqwfzKenVxfHF29zQ74m4cRAkN+piU7+dRl9uVaTdt2uHGrXPbjMPsT77/vT//H3+4Pl3TOJyrmfylbR8RAQQFTO0S1KZlI0dmlkSEM5OxISCBkSNwja8mwa/WK1cFpsuxSRVwFw0r684dG9EAoVQGlBPz5UkbEYCYmWhngylbC+dAwbLYDS/1S//At+33X3g57C0OF7f2bl+pfGs+rCe31y++crL35OrOaw1sAMJuXitPWwBELvoDmxGRsivr273JNKLucFoI7Nz56fnPfOTp1//lN9iwiKyMxkRRFMmpZUU+PT1jEAamS2qFFDEP3e5iw12bZTQlcnn3JoACmKojDMQMUFmeTSZjaAiiYx6zDkO8ffuR/cX89Hz5nRdefOLJj/fdaj6bnF+sxn7b95umnUuUYRyJXYyxaeqcoSzpEFF2fmljBkNwzg1DHIexH8blxYmKvv76Tyez2TDGytd1y84HQMs5hyqoKZPrt+Nms40x9n3ftm3fD+ycxuh8MNvRFrPkO3fe995779IwLA4P3n379Udu33zx+z94JncP79+5ONt4T3mdHPucswGOMTIhIuScVdV5RrC+746PHzTTKSIgxNPl2fHZxWOPP+a5Gvpxu+5OL85uHd188707j9fuh2fnRHVSIZP7Wl2/sd+0sxFQ45gy2ti3h0en795Zb68QWDNrR4mGdXBekdbLzbhdJqM85GXXz/f3ZZTlw/cevvXq+tVRWv0bX/jicW4lDVlUczaBjFbSTp4dOqdacohxjLHv88JhcMjMTDoOnXMar+1fSTDt+zElKVY2crAr/Sq3ed3RMgvevzhoLz/8WvzI5aRU/qtcDWUFul6vnau+9Hf+3v0nPrp+486NLz/dv3snt3LywVrtFEP45y/9/uPPfO69177bv/fDZn+vEHHgMiALAMQoomBiQOwdkE3quq6byZOPj+sORMyzIQDpenXxqds3/pknQPLsPv70E98lZGIQVVMitGyj5CnQ4NjMTBK5SksMqDTXixmqkCmSGES1UTWalsZ3UwiIFcPE1R1mQMuzua1PCjlvMp2NaRz74fBg/+T4+Nvf/jfPfvxTfTecnJ6kMV25eiSKk7ZpJpPNZls8/WOU4LlYMhkheJ9F1GBMKWkiYGJOOZ2f9lcPZ2cnp4888jijVBUtlyc5jyHUfR+7rjcw0eSc7/o+pUxIYzcoaGB2ddMPvXNO1dpps1mvhyEt9hbMJKqr1criFnDIMnr13i+q1rphrJt27AdiUlEAqCqPAGNKofamllOuQphP99abbe6G0+OTOPZtFaoQHFJKY7fp3nj99V/82edf+MHLbty03DiCk8322v7+/dXmmz+8P4uvT+ZT1Lw6u+A6TGd3l8sViQ4ge9s5CFDogdSzMwAlnLJtTWao1/b9/uxAP35w9v4Hf/Luu+/cPf2Vv/X5F7/zwSaPYEJkROwJrXSgQPk0Kmp2aYzbJYEMJ6v3L47PTh6cn2z6mB0ixnGcTFtLuW1DNyju9o4GlwyscgVoKQvbsVBQtBgtFC49cx9aJHZoFDIDzWNuJ/MbjxxtZZDrt/effmT/xrPGAhqH7Xmn/PY/+e3nnpgND9/am8zFxBkYUDlkqCkSmypYVlH0DlQZcu3ro1s3/vgPvvGjl777+Mc+lixPqr2T5cMXv/eC3X5ErPQxyWx/XiWCtHNsqwITDnmoNWXCgl8gQ0MgRMrZCJXZyInqmMXUJAso5izoHRoG50zNk2shM8E0CV2/LquTELwamqlzPqbx8PDwE898ItTNYlHfexCd8wf7V7PKGJOoXMZZEJm8AySSlNq2SWPMIiGEGKOZTiatZmvbiapC7M+X9rM//+XFlUMx7bo+eJ/iZrNdLuaLYRyiJJMPrZpo7Krgu36IMTZVVViiRLRdb4JzYNR1G7OrjlzK0YEe3z//0pf/sqAO24t2upcVRAUI1YCZchZAbNsmrdbe+XEcx5yQOYvUk0ldhxzHpplev/lY1TSWLeU0jMPxw9Ps7MnHHn8Yu0euXH/v9GGrNEg0R3cu4ClNaVyh2qiWu/7+3YfDNiZNBHCPHqScQEEIkJgRshkjpKyD2tG9i8W0bZpQTZthteKcvvnCT9NKsU2owoRMBghiSXOKcei7bb9ebi7W64uLD957H2ZtjRNjX/v64Pa1pp06QM7F5OBdBX617cuK5992P9uOHbUrwivHA0S0Xe0jfUi+KkFy2OGfMWUd0vZj159ta2RZQ0KEx7RpFTRnH/bm3/r679LJ6fr6sW1OoPYght6bFjeeEbOqAYKV7BIQGUJ2N5549A++9s1FW/3oBy89/vFPWd5cDPn8vQ82aVgeL1M2QzTC73z3hc1Tz5pvypWJxGYajRZNGAABQFEZCjMCLCdzJKBsKoZi1kkewGJWNSqe1uC9qpIqMyA5zslfvz784IWk4Dhsu975MF/sn56eAAXH4YN7D5bL9Xx+EFMMvur7LVKwlFSVmeMY0SwbIVPO2fvQxyHmBAaIOAxj5cL+Yq8O7vrVm/eOH969d/fo2qEpcNV02yEEl0yHcRiH0aiozFhVVZe3lfdZcuGyxJzVtMyRIAYIOUdk7rvt0bVrb7z107bCqvLfful7v/ilrwhuVt1opjllJlYz5xmAu75HBBGVrKJSV3WKUVWrtopZxiRkXIM/v9jWdQVJL2x9cb565bVXrj9ya/PmG9fa+tUTQo+w6X1d3dPwVMrgtI+x22zNzNSCI8ysKaeYLIuoZpFsmkVNQUSzalY7u3+WNZtZUr0ymy+m0z/7g29XV288d/SJylkatuers+XZ+fHxcbftU1JRq+oqVJN6sn/90QnvTRbtXqi9iGg21OwMbd33Sha8q9iBqQAEwl2bEeyEP9iB3/ByuaTFaga7jeguSWxghGSIRBy46rM01fSX/uZ/vprfrpIczitTJEtKwEynJw9ee+XFw8Mr5698az6r1MwzZ8lM5VBYriKQLKGqY8qgKED7zeRPv/NNHhIgXzl4OuOoCX/8xk8/+5Enp9P5b730I9jFcSzFTApEQAhSeBYIK5jcXsADZALSnKkyUxAzroIiopqponMGkI22SS9S6kQWO4u1LiZNLwKZGTUD7T3yVEqADVUeoZ3GlM7Olk07XW1Ozs7um9nN27e7oZ/NJuv1djJpETmlSMwG4J2r62rTdaU2z9cuZkYkRanrWkTGGBVERE8uVqJ69/07n3z2OWYUiUhOZJQsJoq4QwGZ2cXFiplUJcaIRClldszM3rkSB0spmYEZbvvVL3z2sy//4MU0wqSth20/dudEhW6nSKyS2Lk0RkRqm1ZFHLuUMyFtt10Vqpiibbc+hBAqBADCrhuJ2CSH4Pt++/bb7z315FOEDCY8nfrNetDcNvXJ9Kh7/7W+75QoICFAiiU0mnNK2QqBoXziNZdBQ60YEbKqgOYshqgZgIzUssjbP/7+j7/3xzkhubptZ7Pp9Mbta81k5l1AKq8p9qv12Wa5ujhJ/cZhnlR+s7lwhLbZ9uM4LGaTtmkZIas43ZFNitBrqlJKdi51sHI92GX6sciKu5OxAQqoAQRIsb95+PSjn/mZs8Gaw4OMxoqI6NV6ifd/8PKDV793tLhKHRoYI6qZY/4LcdlUUq6r+nIPBcDY6/qDN+989av/7rvv3n3+l78QRcy52HeGeHB4eLC3KF2CzhFiEOLgCzxoZ9g76brnJlV5eSYKJgDOQBU8lHYcJDUTtMF0Y9KbqRgYIgEhVkwusB+0NjRfNTdunoFNRTKjD3XMYEBjktliv24miBRjAoA4ptl0Ol9M7n3wAADZu5TStJ1ITo5ZRKqq2m63pQXMzLquIyJmZ6a3bl1/7dVX27paTOrJpEWwnNPxyXFdzy4H1LI0RkRsmmYYB2SHlMubVuhkmrL3nhynpCWDNsY4SsaUqkl7frH61HOfTjGFukmx22FAmQjBCBGxnAeISHKuqjrGrGZVqHBXegnlhfhSvWHgXEijrI5X95r7Oae0WtbtfrdegnN9Sg85rAF9qILkMeeYouScU86yQ2hkURDLksVM1LJB0tKbkM3g8oowK3Z8ACdiEB57/BPT6cK1LSBqzuM4pH7d932SkSSmfoVxCBAZ9GB+Ze/wyLsqyVWHgHuzaVN7T2hgwbvC8Cj3+3JfceCIipmiaKx0ic9SQDSV8v07Nw05AiTiqCnF9NzP/pJMm5B7MCNRZMpIbOni/v233v3JoWu7+29Npo5w9xA3NVVDQjVVUe88EytY8YOS9jH7L/+Vrz7y5M3Pf/6Ld+++9vQnP33v3kMEc8wx56PDfQEoXlRCIhMwQEAxKVbpbb/ec0xWROXMgEAMBpaFCMFMchKHiqiqCtCL9KpZ1SMSmiNEAEbwnjHZjenkzrWjfHI+ostjl6PUzfRsuWR25f2pKp9VUhaA1G376WwyDomZTGS73Xrv2rbtum4YhslkMgxjzpmZiRwRisj7dz+4ff3oxe57+9N6c7GUlFOOqtr3/Xxx4GMahwHMDElUmqoqy9MxRQOwUsYRx9pXcRh3g6wZESKSI/fdl1/81Kc+/f0ff282mT04uf/spz4NzKvl1nvXjdvptHHEq82WCEpJq5k6xyLS1LWaqoojJqQiNMUYESFLrqv6YrVRQKSaAgdmqCfj7FCnLQ0G3TA2TcfT5uKByBCzyC6dKTmbiCaV0o0pkrOamOVLF34pGrXSTWogppJTNkdRMmuY1pv1iZwOkAaVaGhNHQJSIJhOJvXVR2K3zSAPH95vpjOsWs/V8sEDB4ZtHSZtxcyboQuec5ZynV3GW2GniNlfbP/LrrMcj2FHUtnx84gdEwZfLTcXFc8+95Wvnp+vD9q5QTYmguigFqbTd396+t5dk4u29gZqqkiu5Cnh0qfJWDpqL01GIKDOcz3dmyxmR2988Nqf/M7vXn/iY9P5PGtGhXfv3p1WtdEuCUCApgpAu5M6mBiMwxAIICYoCQAzEykWDjVBUwNWwKQ2mvWifZYu56zmmQiJiU2AGCrnfRr3VKaf/Fn5w98bh5FDlXJM63WxKW/7LviQUolba0p2sY4q5h0f7i1Wq/UAKWfp+0FVmZ2Itm272Wy89+M4lhjHZr099tXB1VubfmlAoW1gSETe0KnSMI5t0wzDYAZ1XZcmZwDTLMwETIhWyiddFbz3XdctFnvb7VpEhnGYB58bf/3oJlN+797x2++/63x9crzs+h7RJIsLBfcIAFbXtZoyU4zJzCSndjKJ4+gcp6xIJKpVVZfKM0UANF/RgwcPF7O5HWg19pPJ/snqPpAGsLPqymG6G0XUIEY1KycjEJGkKiJZd5ba8khRMzFThZxFdkQ/CKGqZ23TtC64Q9ss33hpsX9w8+i6StPWEwLMKaUUs4NpO83mHLm0Podktl3dv/f+mPrNcukAQVVSzkXodcx9H7OG0qqjolhU5Q8jkGZ2Of8QIRZP/Q6mRUDM7KgQtpCefvpnFo/f2j48DwuIoCRk7N14/+Td93762ltgfew3oSWvrWHGgrlVA0LJggjOO0QAxJySqiI5rCoTqAK+//BBbQ6aedyuHTfdMIaqPnlwsvf4E7vfDUFEEMQMEInAqSkiSrJ6NoH7kRCyKYhCsZlC6WG20grIagw8JumyrIY4ijZ+F3RGJgD1BhXASR6vf/HLP/nDf7mHkGNUE9AdN8k7pyo7qzWScx4Rum4UsemkRaTtgwdVCDEnBbAsOee+7xFxjKNnUjACijE+fHj3YDGfHC4eHj/49V//H6bTOahbrsaDgyPvPSJVoRpSSik1VRXH0TsXvEcENEhZhpxLbywReu/Wm3VVhbEfIEtqwtl7dw8Or6Sxe/+n3/8//s//h5iq0Dz5+NNE6Ly7uFgpYlV58jyOIxDW9bTvB+d83TTOuZTSMA6mUAUvkvt+IOYs0lRNjmm9XCp5tfWFAnrsBaByIcuY4nuuvfvmG85Rhh1DOauUT7qiFUkEDIcYRYyZfPAhVHVdH0znyLx3cHBweFhXTlJen1w0N/auL26cL0/qSUNIQ0rJylK4yykN55vT4d2h69YXJ7GPQ0xvpV5EREAMHACMWXRMq00XvGPmlGNKlXdut5Evj84d5gHKfgYKEwW4/KJlGC1kCdUcvFcwIn7uC89vUtyfTASNlIyAMW+Xq5+89spwfra8+05de1NSSggkoGIG6ArFgtjlnCl4kSQiDOi9UzMgRfQnpxcfffT6x5/7hESzJpGqgtWhDt4RsiNWcmAjgyGCgBGymqFKppgFOGcGb5ahxDwBWBWZCs8L0bxlME3ORwMwjHppEwJwTBXyBWVirF19bUpvfebz8vJLRsZI6Emy5pyqqlJV73237coSJsbRO8xJ3373XUNH5Bbz2fHZeZksvWNE6oeRmKZNSCkVeiOzSzHyZG862+/feGezXQEGdq7rO1UbhqFtmgox5zTE6L0fh6EENDzuWs+wmMNSSipILDk7oj5KPF+R4/PlMovs7x3l1UDMPlTomAHm02mMKefyafCiooLLiw0WpTxpTiIq3rtQOQIcsyqRI5Js3LpQwWYzzq60xK5zVVYWh+1smk7OXErbyV48vojWJ5GyNclJ0DSpIVMI1WxvPp/O94Jv6urw6OrVK1fVbD5ty24KfajaWsa8uVgPcD5F3+dBYuw15zgMF2cX682YZbtexn4cUooxlu2kRxjFCLgFEiIldMjubLkEUM++qSsFiJqHYVDvibmwUQwAylBuUEK+BlCww2AFRVuYQQhkzGwmlmnSLD768z83dMPBYg/AECxrBudW1Jyv8f7JHYdxx+FXLKv/ojKoSOVYQUUgJRRTAnTOoYEn3+Xx+o3rp+++5Su/v79Pjov7zkzm00nlCX198+ats7N7p2ddiXEDG5saKCML4VrIgxKaU1LJZGAAWvQNUg9oRktkh6YCnehabTMMB7VjBAZsEGtiRvIGBCLaP/aVf++1l146qqqhSyKSAeZ11fUx1AERkXBMaRxH51xVBe8tjqOaquQxpVKxBghVVaeUmAABc5bZbLZebVTRe4+mq/X65q2b1SuvZHNq7HwgckzQbTfOTVebDYA558dxNLCSyQjBd8MYggcoUXo7XCyWq3Ucx9l0ut5svXdAwERps5lMpw/O1qrS1nXwfuj6h8cnKQs7h4bjmNixpl3iP2cN3jETZvTOe+9yzs77MUkS8J5S3k7rabuY9CmvUl7OZz6N5lqovKEqYfQQZnu6HhkNDJLKtcMr7d7e0dH12aRtPLnA1XRqaVTCa9duVFz3MbL3gND3vYINXZ/j2J0fy7i6+8rDfhyGvt8Oo6qyZjNjI1MFNY/QsEuIgNQoN5AUEZyrEFnAmZlzjOTI6GBvse42PnnnfF3VO2gCoqiiAQIB71gpCOCcMwUzIMeXfjg0JO89eV538Yuf+WW/d8AxGWQGzJYJsLvY3H3/zXG13t794X7VIDkxQiwPGGSgFFPb1IxF/QJRQ0LHrmgQCumpW0++de8d2XQpRUYk78pZJKfx1q3rfeVC3T7/l79y951XXnj5B2fz/VSKfRTZGFRJ8dxdnbuHDCxDNMsFElGybGyoKmrszZPiKHmr2mUVZFVzrjRLUGTT4pMh5033Z5Mrf/vX4tf+8ZjjtSsHD87Pz5brqgrn50tVIaLLYATnnGeziYqOKV+9dnRycoKKledQVxcXW+95VwgLqGDZtHDrqlAtL85f++mbRKxjVoN2WpnpMIx7e3vny6VzPuaETJCBnVPVad2U27PkbFYcWpgl37p58+T09Gy5JOKUNHi/Wq/FxAz2Fgt2fjJph2EQUSvl06KAgEim4L1zXCZ+Tlm855QiAA7j4KsKkRgMGJ2jupp00aHkcdzY4x/rJ/MQsxkChmZyABfLtO5mR48dH98ppdF7V4/+6//272/PTp1vUkrH9+9ebDey7bu0WcwnF2enzlfLs/Ox7ySN3Wq9WW/X3SYlGeMI2dS7QEyqjFghVcQCAqhGgBwQSEErMXH1GLQSzAitERDHwK4AuUtotq4C4qQXgGTOkV0WoWZRMMgiiEaOEQtQpKwfPrSCohkSMRBLhkmY/cJf+5XNerO3NxNJoKii282mCvV62d997etzH8TQsgHDrkaUWHOu6mocY1M5BVM1MvQulKO2EStgvz37p1/72l/9yq8URCsQmRWZDGJMzXTaLKbvvHNnfXFeuYqrCQPWhMK87TeogARnZw/3asYRjSyrBrs84JuCkpEJqIIIkGZIqtucu5SliH0EgbkmDpYq4pVET05Qbz332Xfeuavf+qOz9cYzG1lMyTkH4MS0bdtxiCnn4J2I+OC3/XBxceGc9+wk50LdU901IjPz+fkSiUVk2+WcnRllybdu3l4sDh4cn7ZtOw5D07abzbZtJ9uuJ6IYY/BeJBNgTNEAmqbGur5YrQFATDddUqBs5qsACllU1JyvuvVQVe2Vw8aAmDmN0YeqaSaSxyyiZrPp9GK1IsAhje1kFlM2g8l0ElPOSUIVYsqOvYJ5A8vUJz2c+eXxcd/Uy2efdZIjgGEmgGHW6urUsl17+hl88wUmdkhGPmWLgn0achwuVheb9Wqz3qZ+e++d9wWsW29iHE3SzsdsQM4B6J534BEAHZB5JuRBLDM4ZBUxYwFS1JpInGNAVlLngokgM1jI4gCMGRFQRU+Xqya4tqpW4yZLLmdDJDIwVcs7IJldWnQY0fElP7SQdth5Zj8OwxOPPTN/7NGuz77ymMoE3FUuRIKX/ug3h5P3gquRBC/xEUwupVw554iEKWXJKo5dsawQEiIbIKZ4ujr7yi/+Mjpm58vmCXZ2DMyiU/btbPatb//ZY7cOY44ReTadn65X3jNvlQEBrI69s+C4VciFoqxgaFZ0DQIExIiWzcTxqNqLbLIMSSqHjlikR9UAUCEjuxw7tsiJrn7lK/e7QV7+M3W1efXgvA8Gtlqtq1D13aimIXgD6rYbMyus5kLarrHJOXofirQoIsy+hPLELIkBuaatVXNKuQoVAIpqyrLbPRSMmRkCBB9EBJlykhRTkgIxQAQQsePT06ZtCQlJRVEU2rbhbgRyTDCkjAhVVTnvYxoq73dDmqOqqpi56wYRITBfV8uLddO0G+lEDZFAraq8qk5n7f7BXjAZr107+cLz/XxGgA6tysrMEWyo63Ech4MrD5frUIXD6XQ7jt/4xjcefHB3uV4P262l6Ai946ACphUiAtaenXMBWIGyqvdBzRzQVhITGnkmRoOyNjHLjrmwcdQ8EjkwQabyxyYF8qTRyDkkVDHCgsJEQ2IUI+26jpgKDb3EqXbEUIMy8pTaX0O8tG0ik0MkQ+zG4Yu/9Ne3qtN5a0nLilTU9vf3/q9/+BtnP35pOvGOSSAzsaGhcYzZVwHAEBQZY5TiYLEdkwwMQFIf0NVh77Of/9Rrb70HBkxMzFkSUXFkYO1cNd8b9XUAaPZmPdKNvYPj81OWrIwiIkY/OTn/4q3rDhhALRdl2wrHQszQwCt6IXQ8mkWA0WyTcydpgR7NAjumkRwmh5Bt39cdeDBtiQ5+9T8431/Qn34TA4zJYhyyGALmlCeTyXqz7vp+b29/6LuUNaZcVz6pVlU19sPh4f7p6ZKQQ8U5Z0RStdl8crZcMcBisVhdrFISJEBygIhApX1+023ZOVWrqwpEc0rMOyNJ0zZpvSFC51yKUcVMUQUcgfNORgGEYYx13XRDpIqcc0UmK1wRycLEiLTdbE2B2DsfVKSdtH3ft+10HIfJpB2GsQ4hpdRW3jF5Hdaqy2c+9cGjTzQi0yQjU2ZM3lcKnNPe4mB4eNxVNXKjmsEgDf03v/4NIgdoU08zdhVyZVx79siIMIoqO8wKjIbg2SEQowJCQyEBNsSiIxiaMXnngU2MFNB7FUMgXwcUycOYqdw7IWHIKToDMCuoApvW3gAdsxntWq3JVViwOmAKijtQHACy8yJa7i2IiOgKOD7meDi//ejnPilq7BAMwWwYulld37t4+8f/4jfrmo29gBL4Ag8XVaJiUMYxm2RgKuO2FcADgMZy56sDWwEsGIIZkUkCQ0AhDo7IES+u3lh6Ojk9Pz24HlWZ2TSPAKgG6BzKqSChghkJKxmhEbIBKvKuVKLA5XIiRAuSRbOBGhUflAI4ZCbNhkB0EZMBeMCeqUp65Zf/avfEk/adf0Pvvyubi+wogcah46ZxnlPM56dnSbJHGlmBiEVjTE1TjePovVdVJhpjblrvFMYhenJgNowDE3FdZxERKRM5Ik0nzThAP0RVC953qWciRPIhbLbb7cDMXHuvYHEwRWjbCpCnU79ad2rK7Jqm1jRKzkl0UoVuzORK8skhKLNThUlbrzabOCREYHLdkBF53XfTdqqxu364WHXLxmNm9Y985OEzH9/cfLwjoe0wooGnEmsNOY8c1PujgIqwNb5y67Hz++8gYQUBKgPMkLX2PAuBXc1ogIXnYo58MlHECNigJ1aPvhdtCNWsIhZEj4AGLtSEnHUgYgNQSUxiGU0zJZFdtDWHUM+mVPurrsi9BRuUsnRD770vDc+FaHAJVgejAvAzVSVVLZt+AAAgAElEQVRiEYFSwIaYcyY04kAE/Xb9V/6d/7AX2ZvMSuYyjqM3mizCP/5H/2Rm2Jk41cv0lTkFBKs8i4ih01LUV+QGxJJsFNEqVM4zqkJwjr2oIaKKEpGYAoDzHgDJu8Xh1Q8Wh3jjxuT6kx+89w4gqYGoACIBGuA29kPfVc1CwEBNTdSkVHPsgnCl9QwxE2bEQU3URtFohggMQIwIFgiRaAPZUVjJ6JV7YojJP/FkvvmoO37g736Q7rxdP3h/OD621cYDhIDZFMiUIIDLScRAUw5VWK0GZAjeiQA7P47RE8Uxya5pCh2TY2bH221XzFfO8XqzKY70KoR+04HtTueY83wyzTklsD7FnLM5xEh1Xa+3264DMyiFSzmluqpgOyBQFjFTdgFMCxA5i5jBMCbHXtBc4JytYudql3OCHM3psDln5PiRj+WPfkqOri+rto49igR0YjGC85bbNCasW8gr4LM87tX12Xa1f+326QevCxgTIk82/tNxE1HuHfLaE4iaAmcH5ipnwEIAJkRowOjKBpO8cwrq2RvGwakOOWbGmKNmis4F8hWH+XQyXexNHz+aXqtw6tCme02g/cZTtXCIZfyBlORkeR5C5UEJdUji2JfG4HKFCJiCgu3KnyVnYi4uIDUAYkMD0WT+k1/+ShUa9g5MDMBibg8XL//kO6//2bfUqe/BV4hgRgaCOeW68khgYjGl4CsuJBpERFIVMwuhYudMDQMA4mwyDbWvQl162ME0hBqKNkE0b9prz//1k5O7naSkqqZV3ay360sUECWV9XpJ1XUkMDUypWKnMcNdJbSKaW/QWO7NdSbnMQ5JUhTvWEUq5xnHiikkbFx1oWLmMuUKYDRDzRUbXjsYrhymT3+ac+bj43DnzvjGT+zBA99vlRjqitDUdJSenBu6Hp0jUMmSLecsdRUEwBGaQhIj4pSj8246na5WK0QXY6yqKsbSBql1XSeKTV1drNZq0PcDVBZCyFHMDA3rujKXY4ohkJl673ezq8pkMlHBdbdlRGeEgDFLAdcZKCCOSaikE4y0IkeoqWtDDZqlF3n2c8sv/MLY7ImNqNrEbsyIxD0kABQGQnKZI1lPMiEYBWVa4ZlW126OIgaWBWP9hD71X/69r974jf/9Hwz2W4eh0azomJCBBDNg5cZAtSbPPqc85LTXTM/Xq5QT+wCOZrOpuCtXF3uHt27vTZu6ro8O96v53oRimLXx3qm3niE7dri9p/UBTaf24I4jDoAZAIBJVVJKi1kbqvpBumBmvMQ/lEVJaW8uk+IlHKjEVkgNHFiXh8888zzOpqGtxYQU+rRd7O+t4/k/+t/+JxpHQMumAuYNRCxnmTSNmSbBmISJyLKaIlIhNCJaVTW4s3KiKD92+5YFWx6fZcm5uEWgeFiBiCp0kFbBB6O03UqWnNKYJBfOxYeujb7rGVVFQgACADVUIwNV3VnBAQhIYlan2ZsqrkSSWgPog8chBudMBgcAWYWADAxwRihAybAiXYk6U8xRLQwHV+3mo/L8837I9b07+M6b6e6dfHJSjTF4Z6pVEGbadjlny5rrygHIbNZeLM+9Y1VNaRDJIYT1ZkvEzvlhGLNkREwpAeJqs/bMyC07F2MyhKRqOd++fhRz7rbbPG4enB2Dhqpd1K0fY2ImUAkhbLfbru9jTCEEAEpJ2mZSovDeVVlVDYLnYi1uWJ2Sgqfg1o8803/uS+v9/cnYY9oKwNQ7TNo5JcKoHkDrbAl4jjGDjpEzEYEEAB+CO7gOhirigdKY/qv/6NovfZbSB5//09/9A6hqwi1AgRqDYcYUGpf9ZM6TaTK7eu3w+nwxbevq6OjGtVsO5PBwnlfrtF2T5OmtR9LmNM2uDw8eZgMAN5tPu9MlqQ6yko5Hr80H79H00AGzlj98sRGrjdu+mUwUihfIFRxh2fKKGiCqqoiYkYERkRkgswMgZO3GZz/3JTT0BgK2HYcmePbwO//w/17decfQ7beu2HISsCTxngFUAdOYS8+EqQGxImmS4B27ndhc7s+YwQf3G//L/3zr8PEYxx3wAhRVh35jICmNcTwf80zMtpuNc7RenY1pKPEgYCyWz1GJ41Au65QFHOzaPwy1oKzNjNAxJ7SIAIDblAaVhTkAU1ETZUAlUMZg2Fk2o8HAEYjJoDIY1Uy1SGZlMEgDRYue2iceO3zy1p3RhfNlvn/XP7gnH9xxp8c2dNPAOVgUQLWc0tnpqQ9OcmYE0QwI/RhT3DZNk7KQc9uuc8wFUwkGgJhi9My+4awSQjg62B/G7XaIp/ffGzIG77the746fvLxj06n05xTztmIJpN26CMge1+VJGyp+muapsy3VeU9s/Ou9RR7iXWVnn42f+TZ8fD6GZhbX6TgB1ZV1+d+QJeJMCcHBIA+S3Z2Fz0ZqlOvIqoZ0WaTcdjMq9mo4GsGkEduVv/dr7/6a3/pxt7+4a0DRzHsLWbey3Q+ncyaPe94emBHj8wODkPbOmIkI4MsQOxS7rfdgN1GTZPkaojjeo1+gSQiKRBGU2XyODrkbT6loQ3zWUgXrtieiTiLMCITN02DZbBRZbYiVZQMQAFOlbkfC/SfCLB8mZqZax/96FOhrrJmNWOxqg6vvP7yC//in7PjTbeG6aGqKgH22VcBTLJITFZxsaIrcVAAEatD7crMAgRIZddmtv3hj374sSefOrp+1cxKRbCaEmKMg0jux2Hh26+/+vpi4nvpu+127fCy5WyX7EewjjD0I5XgJ2Fp2CguiELVkyzozSEZEYhuNDmowFARPRF7R2Nu68CbrqjBSiA5m+GYLRJm4Iq0NyT26jhkDajgsHX+ZEwNWw8m+4t0sPDPPrcZY73ahvff8W+/2r77Ztis+5IIA+yHARHUMgAQOgB0Loxjco5L/5SoUWnwAWzrWkX2FvOLi2VThb35bNhuBpG+6xY3nr5R1Qczt7d/8OKLP3z/7utPPf0zOWcAHIYREdg570sQBZCQmHMcC76urmt2wIw8dOLm42e/ePrMs8NkCllw7KoA2A+9A84uk60xsBmrCXiAxICREFBHc8EyFEI/6JYMmmYbwo1bj23X91iwYr53PP43v/rYg7vnv/Z3/ubjC3W2NjEmH5cr8SqDRUl+1rDzqJJiFsKqqfO2Fxpjd+FyMoQkkqvZJqm6SZJMxMqw6tY+8Kyqcgz9+mE1O5xUnuLawoSvHh1KGpBIRJkUwEVNw5gMbEzCzASwy8Fcal5mZrrjNeccJWc1BJAx5c9+4pee/9W/BTmLRxjSdD7r4vJ//e//Pq7W/dB5V40xoWHF3lVMZIA+RXGeiQr8mUXRzNrKo4khIDmFkkQWGUdy9WM3Hvnb/8nfPT47PtrfO9/0N46uS7b7p8dH+weK2rbtWbd56Z27bRP6Lv1/XL1b0GXpWd/3f57nfddae+/v/HX39PRoDhppJM2I0QjBCCQkIwUBEQFCcJXtC8dOKokv4lTIRVKVa5KbuJJKlaFiYzvgnAOJsTECH8oOBIxAGKHjaDSjOU/3qM/fae91eN/nkIu1e6hKX/RVV/dX/e1vrfd9nv//9/svPvfZJx46+JPX38asQpwf9BHHqWlaeoc6SVmaJDk7SyKqRJyFCFnEmHPOLWIh3AkfN+1Rl3aEJ9Ma1GsZVC/UNhpRdcOyBAb1ALs5hA+Fz52OMvdBDO6Zg7AmFKRzR0sxskStHjoQvGv8kcfScx/pPvGZ8yfev7d7xHWdzBtIymneSAalJMQExKx4FFDAmVnUnSSI0LYdsZrG7u6uezm96K9cOeone/rZp5587OHd3d2XX335J37qJ95+9a2L4XR3eYSIlHjVLRXOYLPoFm01T5KEmclXywWHq07cLe0HP3P2Y59/64kPFEfAKvGUuOEcAmVh8TEiA0axA1WiABt0oGiDunCA4SahKw9ChhZM2p3d5VtvZbYx7b4xfPLHP3Hw937t7c8+fSJaMGxgUQNDDZaUuNcp+uUVtBAkt1K1cEqjjhJq48ZZvOm8a7mBR0UCpot+PBsuzkbQw088PVycynCXq0UjtVZGnshTmI8lhmmKiMwLdVWia4dLwWDzBGj+0h+8BGb7r7kTsczeU2TmDKLw8Xs/+Un1ohzeD13bRY5/+L/9L/13b421B2EYNmG2Wi4dQSwWsFqFKdGWK2FqIpyTzB12EJH7NpRKSN0CKYnINExzR3HbBnGbq8ji5EUPVqvRqkd83yNXn3rP8Zd//9XsXJPNzJOZbDEJ9sapW60mcnOXACL8QZwjEJQ4zVzUnDxiMpxXPavluBUS7qcxgimSRmWRQLSBNRkRVYqJQtyuVyLYiYtTECIFhFNxuFcSaRGjhUoKeBMk4ToNZyNtMnePPXbnyads/Gxz6ya9/UZ347W9u3frvdtVXVKuAKslkAGGzAU1gpgySa0B23T7u8xKFJvNFFFuvHP7iac+8MHH3nPv7t0rD1/9az/0yV/5lV/+/M/8hV/+u3/ziUc/ePfu3WXbmVkSQUZVDWDRNJy9oZ1aNrVubPdg+tDzNz/8/HCwf2m99nqeEndGY1gGTNi11qYRsMfk4DYiMTeKnhK5LombqBMxWw2S4jYlVq07Ed5Qd/lheiWNajnRZ75v8bU/PX34cuvc8e6On6qWsaHouo6iBvZ8t5JvrF+P0nBEqK03dyb1qZY6jJvNuqidn11s+mEYhouLfhzqWEqZfPc9l/+jRx/fh/W8lP0mjefR7lkKulgnFh6r9VMcHe4fHa/qFG/eOq+Gg53FyVlPgMXcywmdPejMIjIHoDHDsEiAIEm5yAefe85DdRoXi2XXdd/89lf+9Le/EF45UEod+56YVyDzMPdSLOfE24E/zCylnGQLM3cQB6lVCzS5lZyChUSSpJQymM1diGotQcFM7k4gChzlLgXB/MmDS2/duf/04+/5ly+/Rp6DIiKSiLn1CAx9c3C5REQ4P9CGzXttC5i7zicjh4JKQD3Ieai6cS8VFlRg4zRGSkykUYVE2SWwUPKAcII7WRChiCwMBVYTQaW6XoDBWAZcY2QYRUQOBCGmYShUXdivXI4rV0+f+/6dfkw33mzeerW98WZ3/6SwKrHkxlWdLSGbaTXrFlnL2Bd1j26xPDm54w4XfvKxa2d3bz187ZHnPv7Rpj169vnPXL/xyuWjy8O4zk1iYhJBuLCY1jHKbmqLhZczW+7wJ37g5KmPjItm48kvTi83cmqc1Ue2SWPleWJfcjPa0IR0gQJ2clMq5BXWEqnViQVOHJTgDuIaDXNi8m4xHT7UUKQkqUlf/Pr4lz+5++ZNk3JhY+7UDZ6iBMPVzHi5s3PP+aWvf/X+2XmdyvpiHEtRRTEjFwsM1TglIM3SLTWp3pmD1tPZyQ0PblrYhaI5ADRD/PhqAgChNuUrx4dv3bn/nuNLD112mQph1pLHfBlAcN6av+ZO5IP4J2ajtgMmscPLRS0RZlnSxdT/n7/4N3RYT1Zaln7G7ka4xSyVaUSYARYNsloX3ZIIEYptOChUKzPntgOxg8PREFKTkWix6JIk3hog0eQ8I6yD0LU5uZt7s2qOUnPTNxHMgHqkJomIBPfOdVyHMOmD6wFonoS6m4PUPQscVAJr193gyfWi6qVFO45nDTfMVMxX3aofe0LsEp+oB8IQBhgD4QIkhhM7S/XiFE1xCwlqHEWRdqOeZ0KEGxkPYuKVjQVCZC6qE6ZFRCzbiw9+YPWhD41a/dbt3VdflNdfbe7dMsHEgvBGZKiUTLjpTDWnREAp0zDZ1Scebqm/8tiTP/TZP/fNF1/92ssv7x4fn33zD5999iNv3nh7tdrTakRoUh6nMSeZxr4f1fZ2yyc+tX7uo3vtTlvKqVtyNcov1LQblYHR40rbXgyTIvWJMMVZYoEinMJ6isSJQc2EJCTmvYQgwmpCpjCrsWFqc7PZO2i6VYyDu75yffOVV+TNE9V7JwvquqOd6aIGQ5LAg/b2JovXvvHq//yP/tnB1UeODg9aTx6s6oPWycpQxvc88vSbr768Gc4VCswidAfi4cWVLLyjF5Nq6jRFDMWNJZ3cSEzsrqvFngg9dHxY1tPe8c75rVtjgZptUxKUALcHCHHfvglmjFbiCEk8ruu/9xf+kvVv9f10cHQlWvm//v4v3n/1dQ3LQhoeBAsX4ngAXJk/u7U6Am3O4QYmkITDVAGslktO2TwQNGeSQHjkPQ9fvnT40ot1G8EjRETi5B4hMLeubZpMEr7HyQkX04YFYxgHUkpzgMIpZ5oz0LQNWswk4AiPALO7h3sxHVh2PEX1Eys3x9QkyZzXatV9kUiqK6GkROOgnPqiDckkRAF2VQl3AnxffdAISZZ86XwCT0qWcRpsIDEXpAgmm5QiBbla5TQ0KSwarSNpLl44q5Zy7bHh8SdSLfu3b9ZXX917+63+7k0dNgeLprdKwcuuS1m6NnnFpUv7TWru3TtbHfYvfO1bv/mFf7p3+dDGxx997EnR+Oa3X9jdOUCm3Z0lBQ/jWEsVQ/r0p8++/5P9zsHUn/o0McOQE1RgyQulNLkTtxdT6VMKcEHLLS/hXsRTeKGWEzuIrEPdcNfWTRMULCHdAGrCKpCdYWaLJe8/TP1r4njosPnJzx2+9uLtvSu7zW6jTkJZvdpYtVoGbrzyxmNPPX54eJTanVffeNOqKgwezIwITsKPd06RWrSUIzBzQt0lkJM3SLw07fupyB75pmmW2j2e3J2ZzGM0H8dNOEssh6FkRtN2c0xtPhU8aMCTiAgxzd0RTkHkho98+FMf+7d+9my8ODw+TN3ipVe++uXf+g2HCyeFySzcBT84uIOZnVirCUubMxABZ0rV3M0XXde2bUqiZtukNdwD7rHaWfzy3/07FyfrJx+5NldvASLiGVvAER3xzqINwgt3b/3hK/feXk+JwKC5b840H5Z8mVgcDofHlmb0/2t+BuYidDHbMPc1NuqbSfdaoWALIxYqUxKuansp8WTMRBrFrWEhiVyihBVhBjvDYUt3jdpCAsbGEMlqS6ETLQKquU1aRkRroajOaaGlt+LUMCViSEpR+1a9j3z70mVcPu4++rH+7G5++2a8/crqxpsj0Vir6HR4+N5F15bJrrZ8/fZmPb1467XXLu9E6+tMJ7v7hxenZ8MwJGHMxXaLnPKFqn38B+//uR+dho2dnzUJa9MmhNglXIEApcAAIcc6czIPSCM2GY5J71NiOJK4l3AoMJEsEb1kBgycXQVkRJlSAzUqkYX2LpfvvuLkqF4mm5TNeLh9s1keUSsZwoZx2tB6JKed472H9g/WadlKQhIQ3MEgBxk7p8QkINHtt3LO7lPAJ6qDp6yoaFuh8DRplPUdpnAKrDdDQw0bX7l8cHJ/DczqpCiq1YrGGJiB0+Yz/s3dLKrN1AiDtn/1r/+XY5t29q6kvSPr0v/xC/+99UMA7l7Ni4X5rMvGgx5NmqoxcZ4ZVYATDVNx9+Wia7sWNFe15iiGR4R4sTp84Td+88Zbt68++piag90NDiOJmVQxpzkPl12S9M+++Y2Gu4eP9x2YxZcc8CBiccZUrY05Hbbt4oFAjpn9wsQc7qFwg/oAisBGY+N6dxjPSy3Gp2PdCLERgW+6j4Qm8oaDkYy8uPSC2arQuwVxOALeOZIXcmrdGxstrBr2tA4UCDMA4UQcnMSjQYDSCkEp3F2JjOkCDSRgsKJ3OdKVS/nDz9z86T9ff+CHuNYw12qnp3cuHR11O4tFky9O3j5eHTz+7Pc/8f5n9g4PG+4jhm618lqdGJEGs3GqAKRphh/4VD/0NdjmmGJKnoThE0kCG/H9SNUjOJY+h+ELmVDghqdTCjJhuHHjxI3kidsJNgbIdFXWgbIDC0psrnOujckvX4NDUr7fy3/zv969VXLrU+522zZJTuphSbpVkhW4XTqnD77vif3lgltOkhDEwkEzm4oGN1fSClMyI3fSimpOYKven6zXYzhoHDYhRrWPbjcZJ5Js0FfefPPq1Yeu3zu5d3axl8vZRlMiRqwlhQfRMP9/ZLJFN2/MMFcmi/p/8O/+XHd1tVlPtHCU/tf+77//zisvMTwgCDQsF8O6bbtaC8Jkrn1OUxBLZtCsrKZStMk5S4qYG5jhHmH6AHLqiGgW3fc8/cyP/9RP3rj5jlYVEXjMi31X44hp6JtVe7yze3L/5JOPP/mjzz37i//0n6ckvUaKWYQhiLFWyjs7bAYkCyNyCYGHyjYLF+aVqKnGzJWihp5VXiU+K/zB3dVLp+sm0eC0Me3JI2zhyTnWVcFJbHTIgrxqWEqTFyFWmhz5PKQJ7yRPEUEqWFhGX9YN8dJpEN5HuPMIax2BuKWac3JEZxgJ4ZEpOJhVjSQTDxqrYhfiS7Xrz3/ysVLLH/xOP03fea0+8dgTp7evf+9Hn2/2jvp279Of/+md1Pzxl188vfPO/evfuVj3Irzph0W7SErS7dy+d/vg+Y+/3nSkNUAcTpSzKknuuNUYBk4VsaDqiOQVqsEtKQ3dyJVnR1Bhf39DZ5MXwiYshfXRChdX2/O4Ea3XKjwljpHjsB/XvKRLh5KpuXj5yrf+sgZ/73svLxY/mxb7VieaAPV6csea1BXhusmiH/nep2998dutNOZbfC+nRBSdyAeeevKI+4v+bko5pdQ0OUma+uHG3TMO2tlpfCLO4tPYsFmI9PdTElm2udlPGn5+9zZABxJWXc2a1lNuJHI8gIMKCcJLLcQcIHb2bE8cP/2xn/7cxdn53nLhka5f3P6j3/7HGWRE5s6B3LQ5JzVzhFOyCDXPrYSaIyhIq3pARCSlMHeWWuscMnAzEDFz27YsmYgPDo8mnUqdrGmIyNwe9NGAiCSi7vtdi8DnPvJsTjGQUzhDHHpxse5Wu20QhVpk6CQp+RZ3GuGBBz7wuRtvWXq3RTA7DbAeKGZ3Sl/Jm7AIEuZFjYvAhnxUgym55ESDamdWsliUJqijKMaFJMH3JUrARZpqB8v63UoNeC2pAWX3wULJJ2YB7ZhlZkIAeaDIzD2h0RjYlpTIw4gy+30hQd7Ayrh55/lPHLz1mr3wlZoQgJZy7bFrp+2VxSJ309kjD199/plH7p12v/bil5hWYDb1aEOFS5m86s33vj+pMVOdzLus5sIIxNonZhD5TkQNaRj7rjelZcIy8YXWhVoJT9Tss983OCJRsGGU3ERYoEp6ZybUC8C5qplanxLXOq1WDZaSN9VGN7n60JIs16o2FSGLOmly4laFJlMlfvjR93z84ztNpwyQgJlTyiIcJFeuHj+++z23712f+1ozq+SC+K17p+qRYpoSaVXhtK7GRBacGkmZsLtqK2aaumrRO8PoznpRmaYgAWOZkhnVcGFZLDKMAEQiG6a/9Fd/bl02y+XSiJYHq1/9b39hPN9QhIVHoGnbFID7zLU4XrQ541KWydWa1j2qVd5iqTHDFxGBubUfMWt8WJglzXGGLHmu+JmptI2ZcWaR5G5MPN9pL+3ucnw3wTK4hp+fq2I6Xu3/wPuu9T69d2//9996+0JtOU0uKXmCK6Xkc/8NxB5s25Fo5kRGo2rkRTXvNW73tQkhSYMNEbhQVSA0Qr0Ioarm1CWTTd/lndF9j3HqtUUTrkH1XNpJ57ka3yzSAA2LmBkxnAyaIsFDmUdKSIls7GFNliYCoPpAcFmTk7kKh2pO4IIdaqrHyY/97P71V6dxeOe71x+6/NArr30HfOXyE8+89uobDx3vXjleSjJBHafNweERcyrFuoaKle7o0q1L11AmSEK4WBg5M6UaNbk7t0AbZkwK/i5SEzU5KtyZjlhuOsB+5k4Kk8RTH5KSTolSwJVpFzzAlTJCG1BLqUIaqLUNdvb0fCOeqsXB4V6zyHWq2kiKXGrCcsVYQ9pusSORu9XyytX8+P2HalVzNzNzI7BGFFMqQxkHojT3tCxcZ4Rh+Gbnmtx8fapK7SJ5v54Wi/1FqsHgRiM8nB0Kvr0egoHwf/tqd5Snu5P+8zshodWEOFEOVSOCCCeRj33ghx//9NPjaS9tmxr+lf/xv/v2l744H16EeJUSSYzDJmBBrIgaFBGcsidRNcS2w8rC4Vu7tqpGREopN42wgFjmRVs4z5t54ty2M/3GzFhohpYRo5qyxeW9FQeFUBA/enjprzz/vqP91dRfvP/qtS+/8epBe/gVfieWzXKcVrJbtnYn9hndRa4cNYjg2X1gBPkB0qQ1PBH4vumlNt+pRYApanUQi0U1ZgnvBKdqDWyzaDWiZTlRDeRHk79i0hhNrgjijI1pCgByasEUBSEIECtgBGiUhsIUQUIgi56iVVPY3qZMSxAHo6UoIjGMtZPI1luzGPaX9ON/fve3fv3s9Ozw6OrXvvrN7/vUj+4lXH7vk1/8/T+615/trY532sX1t95umhUIbddVVwDpY99/LsSpEbalyBi2sKhoixTnnL3mkHPOcHeqydMU8ERl1AXwdmqMFSGtp7ChiyiS3TWKTrA2A4NOTSaKY/aiPjnYMBK6cHjKRw/1Z++EGxHUeOjPpGmXi3276NNCsg5oGhTFtHEUZyMGBZtR1XADsagrOAICSiQ5MCt+BLN2EMFZ9svZZrlYcW2m9Tkf7nWUz97iCN0SfjBTb52IyYhAGRbGmdJHduUw06OLeG+npagkFpGUEib/K//Zz53dP226Rlr8k3/xD373V3+1cRZCl3jVNS7hU2HVVoQdicSC4YSgMpUZr2Jms1wp51xrVTNmXnSLpmnwwD42vz5ARMyPPf74I48+cnC0v42zuxOw9RIQLJyIVm1yptBQo4NFfuaRw7O793bb5e9/86U2LWMm/kFi3DQiDijBwzGHi2SmRbOD3Dw7Wp5XIhjC+6hqdrcvG/WT4BokzOrKFCQRRCdAZkyGNacRmMwauHi86tTatOEEsDOJxcpbcVYv7Kbm80gqCBZhQUTGVlpTEmnCbTutQqJ03vAIWhVUUjOTSJ6YqD3PixJINeRDH5k+8OEwe/3VN372KwkAACAASURBVO7dO5nOb2k5eeRw9ch7H8/S/M6//Bdh0S3aaYwIddemaxfton/fB9pSWy9isIgIHokllCuxRhht2AJBFk2tKiGgqt6ltopIuJkz4FRd0ijb0y+apTFPhtq2G6LdqQxlCFNlA2lXK8jMXY8PIuBgR8QwYHIbdLxzX3UcLzZn6+l8qD2SAuSyVT8zOBMxJDNxkBAC5POmCWYeHm6zLZ6Ck3DaFOoyU+W+udLSgDLqzqNcxo2bzRUU8My59Xlg8s4U3xn4rUJPLOi4kaOGH1sQuQXmMBw+/tEfTivj9UXbtl/7xpf+8d/7W1BXdmZu26xmwzS4KyUy1WA4MHktHhfunPK8SGuaLMLurqYs0jZNzmm+iM57thm/PvOC27YN0t/+wj/8rV//DRhYUrjPTR13nzufZr5sF5m5mBW3Oyenpxd2ae9g1TVHO8udtjncWS0aGRALL4b0rlFz9ikRYt4QzPE4d5PAAYRAk9nGQmHssQClKAuWBOcIAtfq8xDGSo3E7lCPEji3GkAbPiDgqEyiarAJzuQKRvDcxpz/TUYkGCGUqJAk4pEAh4f1ifqASDaOD0kYIYIppsZj8mGy9Bcv7+x5pdpvPvMj9fgKJT+9f/7Nb3794vY7L7708p17pzdefa3t2qbrbt+9v7OzqFZ1Miu2euzazaYF5jlV7ZwEhICRU47gqElWbuw+sUy8CPMinNyNqHhwIIJXqhxhIbAoRAa4VyarxNDSRAyiDbcTZ3MsXIWjp8aAvH+FHE4uQSl1nFpuhHNLTUecBJ4i6lnv3DDTtsLlPuMJYxYgOkUIECzMElkysxCxMAsZmDjQig5TpaZdNOppL0vOWDNoxrwBYMw0OkRQOOgCfCnroceLva4SQHHqca0T8QYMIr/6+CPWHXWXr946v/dLf+Pny2YDCneTlMap9uNkGsVRDBb8wDkADyiRsMydy1pKuLdt27XdA+PYNpvMROE+52dhVet4dnHyt//2L/3RF78M42oqSaxqAMLJzAEhA1HsNe1KZD0WI6ohw9h/9Y3XiwqErh0fuY7hcma+yGmWHM8EDfA8evLZG+xqqjoSJrV3fOpN57HPnjRCnln2hRp3mPfwAYYgI4pANnK1DkoRhoZ5OTIm5yNuhJzMI6yFTxSbyGXTMzSCxpRgvnBzMAWPFAhpKAykTEbZgrgCFAkkQS8VY6UicU/TyE1Bq/AXhjoxjyzn7c70b/7FxKKhL7/02t3Tky/+7h9+7Y/+9claM/Frb373fH167/ykDE4pzvrz9Xs+yOMmhRSXHjRG5Kg2o8ws74wugR0ghQZFZUR41rFCplCmmEDMvMkgLUtMHKVTUJiLLEErixRS67iJxSasiLSW+jB3acwBnfZWHfMsFOVkJFVHNR+KTswMCurXSaqr1SjAgw8P8Z9JqUGGiHD12BbZw9W0qIaSFe+HIWZT6vp0GNxtNKob75KrzYYvMBFRI/n46ODe/XMHvnGvfme5t3PQaImv3z8DlECcmlUqEt3x8f4rb33rue++dnjl+L/+z/+T6e7tSSPMdxbdMI1alEDCAhHJjWLEVPCA8pxS2rpkiBaLRUqJwHM5HcIzYW6LmvbYZpVlngbJj/3Ijz719AeD6e6NN7s4ggMezOLqScRiEsaC02rVvnbr+sHe+xPoftEffOapP3jlldv9xZ+8dfOdi9Prm7pcrvaaJbRyYnKbdYJEYPdgcQ9OpEyNRs28Y8GJS1QY39Hhg3kHbjVoqPUCLoam+l2vFliAkWkiq5qWuarWiNoYThMRukqVAc0LLlPbcLENr1Ybp2q2qBOAU0ocTu45satNAUI1cENFKTiqG10wOtU7zUJ8WgBjWlWsO3BD/ocXZYd5CmHS6bEn9NOfX/3r/6cf9B/95hd+5kd/4mI4rUO5c//8/sWdHO0wjJK0G2R55bHv7O2sLVp4E145BUyChMW8Vga13NZpknwQdYgQmBAoeIxg8JLcXC+IeAyLCHCEdDHBVSEDsUtkBgeJxwCQl0JYWExMgUg1ebuyvIxy5h4X05SapNJOxfO6Tyvmnc7qoqjKYhk6z/zd3c2t1sosEVuZEDGnlIEt11kSIcIbMCoRc5Ju2ZWqzp5cUiNJkeZKPJhCZ6OotynN0rjcdYcHx48+evn2vdP1+jxzK5CQaLt8tDp85unHT871N37jl07v1tO3X3egTmVnZ1WsajWenUkEd7NpNNNtHh8PKNARsx8OW8LuPP2n2Vwwx/YT8zz/yUlSlvnR/PC1hzlFP/buJiKDDTtM/IDk7m5ZmpC027RHO4e/9+ILvddf/9rXp6L3ihsp1F2Qpc21pIPOtYYlD8+IAOaUnxHN2iQLj3luC6oejdHEniud0HjAtFYdidgR5sbeGqagnqyoZ0kVzpQelrgeXMLJpYjtIYKxNi9NAtSooYjONYlLsU2bF+EjhTGSIbtOBGJqq3XiI7MjsyGbDdyGVwqpbspTjlBYQ2jVA85MSg1KX5/7aH96YX/8uxfj9Kv/4Nc//r3fEyI0rul83Z+dudbEbb700Duf/uFzcxJZoK4ZoVZbIg92bd13zKbcGngTNTyBpx2ImdegzgcZgZYYqY1gAoGdSGDOorVWthxqEA/AIhEM1DkZgtVL0j0zJwdzXi6tXJgYoqneUkT2ze6lo3ZJOtQe4d3e8nzc3o/43TYKY26mQNx11hp54N0EPYuQEUmz2N1FfxqIbmfldbIm6aixzIlA4WFuqppSJg4KX7QNZWjo6fn56YsnXi8WmRddV5GIKQkfXln1qEeXlr/3r/6krEMjYEYBUys6JUoAHM5geAizM9RnF33MbCFJaVunJLaIcI2YU6chOeWUkiTm2ZJEwTKfM7Ht5VBqGjfbqjSIU2bMWc7AWFRr7RbtF779wjTZxkt1skmDKAep5EQU5L2XiIxSqFvMGWmmbRDCfc4BIoQW4AQKj8E1R+q9JMtrk8nxThmZ2IjJKhMtJJkqggzgwIrkfCoDczgNWWgqIovsbk4LlNEjSA6ghTAlciVLTQrmMj0u6cTrSKKRJTS517DJmyUkD+v7XQf3JdUapsiZEFohbshqRThP0so0RYqJ07kYPvu5/eOlvPxqiP7x6dQc7OaHHi1PPutN1x6sotl5h9shYiIXp9uU9lGdDNZVRIhpkFib1XpIq6aMiLRGALhc+7M2YZpCqRMD55PEqwqPid37SMk5h8GZIxKMQnZ8cO7CPRFVwb6jRslmppbahQWS8+p4b9Hx6Ca8+n+/8drp2R2R9BOfeD/r5iKl+cE0pwNmhYLG3JSK7bN1JuTwtrYFcEqi5AafPKPfTG6y2LOyVgCWUjDCArGdrIcHMR3t7zDR/fPeRaOO7KhGXCqTSW6evHb1+57/yBs3rn/pX315Op8qioeknLyWWivz/FECQKbb/sDct6TtCHv7wvKIOfS2fWHNJpOU5teCuQPCJETzMihmWEfXdkmyMatHSmJVrRpz6vuBIGo+qU6jX+oWBJQwskxRlCmIY77YAWIBRF+mxIt5yNFEEEDEM/t6zh9l57OkK2kaYgWP5DuaerI7xdumbSMJ4r6bCOAoKbGFuxGj2pSo8bDBKZOGeRU5LzpkCcxaehvBUkttFqn6biOnOtbaWpNuq1lwIU3klfHI5K+22dU2EGkSxwRKF8hLpxrmDEZmnSynqmkRFDY5c3ZtzQltbE7On/vBxfOfQrd0FtgwuvEwOYX0NaKaqyBdGfuzdrkDG4IrC0dluKsoAEEF7bH3LuqxQB1ZdsPeaVZUhRuMwa2CmQ+DC4ijSbALRspiAdIxOTmzMN2PDDVGUbg4amgYc+IpvDk41uuvMtf13dNpGi2kP+t//m/977fH8syzj/8bH3vGg6ttEs0NOGJORKZet50VM1CA/F1HOwLMYuEOZoUE5/tvTM2KXOnktqUFJWnuvp3m5/G28w4OcjejCOPksJxWY6kiSm5JFix0aW//8fde++6901feuHH37IJ1Jn+LVvNwUCKnICAIRJKI5p/H8IIyx4493CO8ViCYRUSSZJlpW/Ot3kxky5ybcbxbLYHT3s7+k+9//3KvnRBvfetbwhwxDy3J1WaSb5fTsl0cbXZTJCUVgSklhIaDGK4sQkQ2X73XUz8/9Wf81taM4PNiziJcgxgTacPJC6oYTIKSl6ocg3txpYgpfDL1sHC0jGyey0m0O8w+gRQ5OwdVVZGIypqRg/RCkkZtGimu15rVOzYWtTHoIGyyFMEUdoc1aWSPQdo9r73JupWEMpGk8EYB0kqSLQJRUOFCoROSUXQ+1bZp15vJLfhuzmlQY+IWNnIqEEAWbpVts9idyKBoiDQAUBsoRB18Q1VC3Cqh5agjiIInIxcTMpDIMHaCKcTc4eHC8LJwMEIdEjI1EHcDK4d4SMUCoZJHGGstHp3bYmf3nAzOpuYbM0lD0W61vHa4+p4nPuAh1Cw1LtIMiQHPqXwmdrjDt6JPAjMnSeYuKc1nbpOKQC1TWT2UyqmvdupKqNp091bZf08CyH0b9PQIIGZWnABMfHr/NrE3iYlhoPc9cu0jT72vPdr7ysvfufn2dxukAhNg0jKXUcIjWAiRckKQR6iW2RUQCNp+3bNHj5NklnftY1s6NIPm2t+MomDmeaEdBCK79vDxjXfeuPvNO9dv3j5IaXYXgCBC5kaY54U2lH53IcRoGEHBTq5BLAQ4bSvvAHpDKgMAidlvjwfdAJ8VaR6eWCq8NTqJ8Xod37fcORJem3dkQhg1Gs4XPiWbZ6fuJEW9JDivwsDks/emwButlNjd1NNhjrF6ctZIcxvtdq1TOMxF4gysbDkqGS5kgagjJOlwh5pVlK6qEo8S4uRcl8hhIJDEtObOULNZk6SA1C2bMVwZNbdEHJIaeAetBPawTPMprncDEvsYHZOikcrO7nVMLZWaqFykTgIILMioxkgmBkIKL5npAiJIK6lr+MR6QDRUN3Od13XqqkYUOeBiIYBhibqpNdzBEa7arsiayoO5UqZUhkYsW10eP/y5H/m8xt2sfaNThM2fpDD1WS5D8a6hxcMjyMyCYD6PssPciaChjW+mtSY9Qxnr3kPLoz3cezH9WZDmQdVlbhuqOREFpp3lgYd6tb28+zOf//FzH3739/5gWA/7XdfD+mmtbiLybliaOACo1loNgDCFh6TtKY2J5zdApj+bYM1T/3cLxx4Rts0lROjc2DCSQH3hha9++6VvrHZ2u9XuJ5798Mz+R+bEqbozsQWpsE60m1MjaJim6gH2Ledh+08wJ3c9szjwcts93GcYXGAeaWPLop5bZEBNaIgOZNVJjmpDJwBZNbOYTMOwdqtEA4CYRmKxZIQ9sd6TS7gpAk5Lg4lBM2+m0UXCnLlAqTBIDIqgqBWXRc8ijcRL4qWPhoB5TYm4XWduoozMbfCS6mnAIoz96rC+udxdar8myeZtigvzxqDcjVQarY0NdZFCokZzd4KwN9Efy1ItLjXNcVNT237rzvlp0QPQSZCCjS2XDZgnQKwkqoW6ycnZCM1Ky0R1QyyCbNq63omUwWR6xxvBlB9A57FdspgimqmGeFGqtkneNOyoSkF50aaOQ7tiZJJrm5Yqn/zAU/cn+/of/JPnfuKH7KJq1VYRbjRndglNzuauW2mYzxcDZp65CyACcWY2HxEeeS/ShXIr7W5XbpeB7OD9sz/OgYRtcppjnmWRE6WUkupETh96z3uf+cFnb53de/GVNxLyenP/+p27VUNIZojnfAILmGrMclkmie0Bn+evGIBISinPlRiHw3zGy7n77KIkgI0AYqIkQvJgYSBCvFjk5mf+nZ/e3d3b2d9/8U+/RETbmDVBEBFOzK3Frutp2hEmd/II82DA8Ge/5s7xmcXD4UBs2wbzS2j+hlHE/Pt20UICWmYuYVmkUzWPCRigjdMITKCwEKc983PHZMpJ+gRxh2ooktb7C14ExszZy2lqjlw3YqnWUVrxvAmDUcfJvNxnHkmy65ocEA9iLwbupr6KUGgXpDQll0PTM6ES+R6XSzrcR9OS9U2+qDVRTEQusTTKwFmTOw0BPnq8+snHn3jm8HJe6AHak77fsGej+5vp526fReAOexdcGA973B5Hyl2Gs2QgJy/mEY3AFaEVSZwbGhuKJrDmoOpt1JrQuU0RgcjuUziIw2y/6iYgziXKngpTpbGCirvXpiEmcfM6uVvKLR+2//G//1O6PumWOUylqSYwn7D9RtM2YlZ165Xe3jVnoCHNIEvfRsQWFBTe094lrhNsLL7ji0yb88QsQAEQ7iEg0CwCDjiIF91OQGvRDz/11LWn3tef3g+nt2/efO3N64lyw+wUtB1BzpIYnyW48x2XmQEPelfzBWbe39uPiDlCNu+8ctskYWJmYiIW3iK3hJiFQcQpPTg25asPXwWHwTScZ1+NGQnXfiAYm5c77/T/w//U/vW/xgENtmCEMTC7J2c+HFEwaGJu4fPBjeZnPW2p77MR3CPSTMULMaYx0Dl5IgkMcIGw0VpLzJvEMPe4EyHsjQ425cvU3ABPnGoTyX1hBpZVhGokqveEJFgQGtZqcFQwV5BxLM0DKuHZaCJrzTZISTmZMWgjSdSJbbDoKZtZw6xYjlHY1DiIGOApSCLEvSEM7Em1cPqxh3f/q0997HDZJsYXX7n+d77xrfPMn7py+MHjw+/cP1GuxMtGB01ozXeS3eUmpBliOqY4BWUPdqtGOWREzZTcyyqsUV4LOOrKtYe7uykpVTGpgca1RnaC1dIKRW5joArnsCVPrqhIkTp2uoBNwQgideqIVeEc0bJZmYIja2D+9AsLEwfHDCWYh7/z6/3BhjjAFHPMF1MNgwZdXLfdq+xd0g11qdqQHiiOtouw+VNgHszsVpgbylKneqYX0xsvDadnX3nx2+f3ToUk2I2AwOxFwwOa4XaJyzLrMzBXseaDDsI9UspTrd1iQQwGb68DvC2LbQOZtP0RogftLAKH+7wbBrmk/OBZHpITS661ckDdI9GkdcdjkXLVqc63hPlveaAfZiZyCPGCgbk6ERHmkHj3CqxumcncwCwEDTVIsE9FQzhBpjAHAqhazVDgJQFTUq/BS/O40MJklcWcPAlFkIcQVuR3WVJxElogr6qvsxdLVSFSE2jNwogl85Vk3+khDk8W7OuGSw1AwBbRnEd0COUmWSVhB12O8S1eBEgIHLEDvbB86vYM++vml7L8p88/e9ARqX/pzVv/4e999UOH+W/+8GcutdSm9I13TjfByaakccHUu76+KbvQu5yy09oCqMYxkl8yPwcRJS+TcO5Jj0o5bVr2tKYcZkYxEBoNjkIhbOrJ2EmzwNzrkD0U0VgNRTJYgi27y1ev7bO+7wMfisWyVS+b07Ixape9oW1Tkqahe5MqiBKLqjGzhyOxl+puRBweYLBIrZUANwcomcCYHNquYlqxhzF7EoJhcZiIJQJqHh7TOJl727ZExCQe5rU0ufPwV165caR1HO+dn93X0ADcKVxnCS8zMwkB223ULFNinmexD+iKc2d9PhJRhFMICEzMRNs7wLzCwLs/MoQH1eH5TwpLbtqAs2RzY6IZiYY5uetQRIp8G90hUdulqU4+dxvnZ/uDv9YjGEyuO23iCCESD0i4h4sDEoAwJ5HESVgKouWk24kDOQdc2ckZTLTL6dytV9Jp6IKGRlR5B8O5c7C0VTfCoqbUWBSXVMwOal1L1mm8Lw0SiTKjMhMpEaiyLYmrTG8MvhDSlFIt1VtP6RLrLbLssLAnor/FeWVNhyFNdirtG7xI6vNCiqDh0bJN5C/YwhP/wKXdZ46OVL2v48//zh8i51/47CeOUoZ55PT6jTcPtVwQBbloHJj9f2S9aaxu13nf9wxr7eEdznwn3oGkSIqiJEqmBpuyJFuDHTex1cSFU9it66QOXNSt47R1PyQtEiRuHTQD6gBNgMJBUyTwUDgOYsmqjFqWJUuyTMnUQM2kOPOSl/feM73T3nut9Qz9sM+lXPR8OTgH75dzsPZez/D///7odJtbVmR1BkXJhFioyZK98iZrI3JYQynNzcDquo20RinuQaSgF8TaKEHeRm0sLooGSRmxBR4okeB0GHKc9JFnnu9J/Zt/4sfvvnJtPp1/6mtfjcuXv+/ec/XuHuS+YZLliU7a0WFiZinnEAJqUlUHQGYmdlMAG1W9ITARm5mBp0bPNky5F2mDdHUpsrMPlsvqVjAHB2KOAB5DOFqeTtrJSFhQI9YybETUnr7+DN948b67L9U8ubQ3Wa5XqUhRM4U7Uap49uo8O+o6ihjG9K+xALmzxyJ3E7VgDkQGduaNcxiVeH4WOQNnZZUD3XEkv/7199/74H2gGmL80p99lpEAXVKq29rIzSEgOmN44P6Qc1s32TQQmRuDK9wZlQGAuxKqAcfIJZtP0AHREZCADODM+almZOYexAwlMw+IDQIKjm1WcSD3ExMrhuCKLI6l4JQEMV5je0mSeajciqFHZCMzL+RBPQy9xcCkWUID0iCdKAixkgWBhOpG4npOoIq6YD21UnktXlqlYu6MCw2KgIgrZQl1Kzm4EZogV1KMoEgG5qgOiLH0D5+/W1QQ/SsvvPSs+6OXz1/ZnpoHd0XRby6H3jVxG0yJ0NTEBbw1y0G9Y6jUnAg9r5jr4h0FChpM59J1oQKEYxF3Q/CoSkACqggENGDk1DNiIoxivQu5tetNTy45V1V4a7/4ub/6ow8+eP+kmajC97/n+778Z0889qk//N4H2sZFwc1rKmabjhCZmGn0RfiZXMYMiByMABG5YvYx/JAQASpEIidEqKYgR1pFmE4xDdqv4vZBIAJ0IARFNE0xsimomToRht2dnYJ++/ZNMvCqvfnqOk73NK+vndu9fbzqMXTrfjabjcKMvuvbtr3z4gdVPatf0MEBicct6dhkqruKgQvgmSDzDpQWxhU302tfqMyRApJVaJ/75CcIqYpN6dMo5Fc3QODA4zOIRJuL50hxp27NXdV8nEzh2Hk7OiIGAlADa+pWdGWeTVB59FGwn81BFdxFBvcTzfOqcaJKPUUXiwVwqirgPaMoSxq4whEyb8aifgowFB+4KkSoYqQom4BVQpkUPGGuQphmG18VKZCan8N02xiorslBi2CcEt8UdVUbsKKUjVw5RQ2Ibr5ANgWmYkgKtAxtXVbMYe7lEKvgXqjelX5i+ir7FvI7Lm7XkT2XT3zn5VRVD7b1V26cnJ4snjy8/Xzv3zZNVG/JkKWcb9vjlPsqYilzUSIXnyBXrj07tgxgJVNdQBqsovNU88IhoBeARo28sFINtuYY1Io5ISOGugylFKSAo3tDSl/D/S8+93f+7i9evXxV0kbEgJgovO17374z3X7sI//6/Q9fdUParlmzEYi5qIKPw/txJ+AcaHRPKcCY5eUIai5qiACiTBzb7TjcsO3zvLmtmYxrrKdhcxR0NIAjqft603M1MUADJuC6xna6j1bq+lj7IpqXZVVWJxd2m0t7FzYp5U5VxxEvjvhOIo4xIKKqxQhwJzG3lFJkc9YpA6hY3QRgZ0IkqqqamZFgZPJECiZndTuCMhMSOoEjf/LTf1J96XFGbpr2gfuuDMOgqmOyUGBWVQWTQHbr9vKRh/fm0R0UgGi8lsZZP477CEKMzGuzxmQ5jnpMUIUJkRlcDcbIewqIu3E6N/OcuqrmwpEKSF5TJOCuFEiSAoBJnWzS0EIhATaWB2LO0kcQ8HmxjiK7MJKwX0N+2fwoxKgKVKYZV2gtEDhyHgqhUSTwLttUTdQSgzqZp8LYmhaPBuSkBrY15LX2kSc5NDk0WdyGvEWbTWx2WRzjafIIqmb/+JNf+WV9vDL5zjrtof/6E9/83S89WW/NHtlpbnVWtIjJCQDx9EVVIowKRmoCpx4cMqrVTsl78orIZzIMDqjr26Gap2Ff84qaaSArpcNQGNmoLrk135AnRATtY0RPSWSqbqWY+qX+9Jf+2oeuXbhLPLGDQcHTm4aePFx98Mrt7/2R5195/O75pKBCzvVkmsZLhsJs5wJtupCHlDMiiourETmgUWQ0DEQ1g4NnV0m26G5ewEmzfg72romkcHzb5/uCF4K7i4w0WE1WVV47Qbce6tA4iriebE5SHhAYVIsrQzhc9H/8laeLOAW2M0UeIRMSqmoIwcFFJIQwpncRUYhxZH+6q6uDwZliAx3MwMDQCdAMANAIDR3G2CpAPqvEg7lfuXzlQz/+YyXl0DTf+vqXAAHcmc841WMmLhrw3dc0DbuTiakQh3HcBH42iqKx0kJEBA1NTBtXBQMFYDczwzGgAExYGyITteDZLTiimLlCdoiBTLOJMRbTYlK5d8TLDOhltz+91e6YI6JMMjReOq5BpUckU3OcxXJeyytYb2s61mjSRyQ2nQAtAxMwuGcv09L1VKOqIxsqGzMoKkrE2rIgAddHAUJNVWGAbMItshCgK6VsMTAYlcJIyfwLh8NWM7nQYOIq4uZvvevR9105APN/+fmvPjccsUAdEEraMKGiM6FL63FD0qgAcC3ScaizGWVHDWBa7fQIJJqIz1F16t7p2NjBRKV3r6QMHNQgum2Rn4orRC9DzjrTUsDfsR0++N4P9MOG+14AgxJyRMi+OLFYv+Vd3/fRf/mV87DQlXOFZGNoipthPdlLMOPGQlEEZAQ0DXG6Mbt83zuPTxavRcyTlrtfJ5TcJ9VQzdvVaTvfGuot648bCuO7H5yQkCBM1BkAVGTInRuUolWYqJICVCG6IgQ3K8t+UzRnz6MESVRFRi3eGT3rTm4AwJgD52dDSEBQU3MTEVVBAg6MdLaDpbMcslGTgzpaE84GrD5eJu20mW1PZ7NJ5EB+JiICd76zP6ZI+dmXwtFqr50R+HeH/362XCNEdETirsgp8EQygZ9VjIiGIK7mRmPHMuIozDrGPkYDdywlQielL0PMRUrRyEGxQyoqDGoeT+ttcCcRN9h4kFgxOgVHTeol5g34YgAAIABJREFUuz9X8FRtKrIGK+yrENS9Z8oE5A6q4iroBaOAC7iCKmACrpwCWhRJQLUoqXQgO70k8B0RcFXpgvnGQFBTsZWac9ggPzBr/8HbX/9rH3z7X7//bhR969XLP/3m+67sbv/WZx7/N9958SvrUoiSWaG6UihmJmzFT83rkitLVIbixpLQ8rZlAypeXbNUj54rTYIalKMBE0a1adpMVLoQi2Fwa7SsBjHNlIW1mAub7pb+Qz/0XlMLJp77kDdhOELvAodm7+DD/+dvJOte9+a33vDa261TaNfVfGSnIaKqiGou4ogGaEbALSMtVqcckCkyRw5V4LamWdPMzKhz8dwDO5UB18emmoUDEQORqAEgEBUVBGxCzJpK4ePDlwV1DK5SGyoydTSMAV3NKQkxi0isq1FPUUqJMQLS6PF1hzMx3JnwEwFcx70rYdKSuoGQqijMGJiZmXhMBxvXwGPVMsrrHJ2m1YQtmFkwYERwA8BSCiEzM6ghoAXcefrr/Iar8/ZqxZxHVQN+d1eCjkTREAezTai2zchd1UCNgiu4A4wRvQiobgIIFqIYkzhS8VABFTWgesFepWyWTyuk3pi8FI1oQJgdg4OAkQ3DKs2reDFOvmU2Mz0N4Da4krOxh+iGDvtW1krrSNG9gDVSjKNTuODdkZEDRO13cFgFQid0rcRAtBCSQjb1tFygIzYRYQPOEEESuDgCST5Q+4X3v+/HXnfVHf/k689Vnn7y4QeHUlqq/v310wmoW04le9Vm0G0ZGvWOqOPqnHR9LpMYMhG4qopBdQpOWpxiJas1zudaivEEckZ2LWAQhTYxJA+tFkIw8d40uJFLNqpLwTKs8vAmGz747vd87v/++BvednWnnRtF9QIQevFXnrnxb3/39/Ceiz/0zg/+wdNfn164tDg8vj2cXKpaBJKUvvPtr/U5Sc4KaAahiu7hyhsePrp+85lvf6Np2jHwEZBQ7eVXbzAfAHGenk/sUkq7f6FuWwUI5oroJQsggqNZdq/RFaQUdOKQ04DgiGAGOvpSwMzPeLRgaGY5F2JyBAdPSYEhstMdsYONI050A7Ssrmpo7sAcEFgBHBmAUlEQQR8ChxgjEQYmDvEstgiJiOZbs9hEL26ATuyKwIROgIAcCMk4BGz2DubkvDXhWYhL0YYwIQChukcwNQQGUEeqT4fhXijjNHV0BUcxQMpMCaEGoLGsiso5B0LlCMAJM7sNrqieGBlxK+mSsDihFXcBio5kVoApqGUKrzofrleIuAEGy43j5cpXojfBo+CSwlXrH6vmsyIdhWDaUazShgFuIU5iba4Za9FhjRU71paSaGCYpr6nuDZKjEFD433PTavSQO6gSuRo2iG1VfvQwcGQRaR8+eXrBvTg3o6bK+X10CmjmlkIWGSKvsBAjAoQc3LLpZ4OmrfzZkWVAnB/W9rzBLkFesknE9SBoTV8unCLkjG4lb3ot4ymoNMQVv26eDUy1YpRHAZOQ0xrwfCO+67UofrtX/939Knqn/7K3/e+kBO1EzL76G9/ZJGH3//9P/jLP/yjdZgBlnbe1n2ZTKZA2Ezb1917qe/SZrNWzYhIxKqG2l+9cjA/7Zq6HmEQqqZFv3V8o5go16uGmyq66UrLwgHNAzmnVBbDgrEOzT66u7u6EpOLjcGQ5k4AxAQIIQQyG8ENiAjgpeQA0SGAAQaMNYvakC0wBmYEQJOUy9h9YuBhNIshMaKZjsG8VdUq2J27YfxuqooigdhiCDEyww9+4Afuve8eQweD559/SlwBgBDEjJhFddQxT5u2RcxV1URajjsJIELQUeBjOiLuGuJeNYiAA7C6qxkQjdvA8R+hNvKqDTFOI6RthEMQc1d1JXPJprjf1kd5CJqNop8NUAXBR9WdIQpg23eLpgpAUcUEz6Oc9LmezZvTflm1XrpXNhuGRsy3U3dSNQVEICbw4NAiXAnh2TKcCge3KUl0LRhEnbULXNWSG8MloxmzSTarPe17Z1AVjmp+76S5NqvQ/blbi6dSujRpdiOjMYjWYApewAegFlGc0JQRlSian2A70Tw4RaRiLogB6wRSYx261VaAm2ESJRtwzEKgVYxqeNO8Ad8OtNysSTIwB9eQs+Q+ppxFQQmle+jBB9Jx99T1p46f3Xz8k5/+oR/8AHgBs6MXDx974nGO1eFLrx5vFrPp9mZ56GDT6UTVkcBMSh5KTipFTc2MOYxWtP39vTzcgjFc0oFwRIqTuYM7EUQO2cyyow6EGNy0H1agVqBjmREIYF3U6lgVEyRSPVvPmjkCm56xZImolBJCcDcpZQwZEpFh6GPVxCqUXFQ0xsAhcKjcBwQGt77PbkLYzWfcNhMdSeJgiI5jKACNj4erFaSzhVoaBiX6nV//zavXLt3zutfddc/deehDDMQ8zlkRUc0QIJnK/twmccJ1W7F0CRzDWYDy2fRYzR0ZXTepbNSmpr2BxXFZATiqqZAFDVSYo6JlLwMh5SKhakED2LFYMCiQH67qP+ylOIFbABJE9aJILbAgoGR0z8TuUC1O82SuRC+LONWyKiVGdtkCeLneK4YipQ8MJVXACGAOCGqr06fqvWilYqa06EKdAjBaDZgMhbwT7drJriYVEwq9Y+08QH2ZuhtQ1YAPn58RBkD7zDeeTEjbVfRBsBYp2pcNQ+Ue5smBihBFkRIaS11MInUQdzQmF3OtMFgVqIhDFrIN1pVKZeRQlgEbo7lprxhBouXb2rBCwLouIm48zrggVFrM8l4F91+79sw3vkNb0+2N/0//8J+85Z1v36ZQN9WHf/vDLyxu13Xlm82LL1/fmm+tFq9M2oq4BjM3ICAcUSYE4+x/3DSNsZYqhc7iFREQx3wddxPJqcsg2la1xyCGQkg9iruaR3A33RAKAAKFPmXmQDSOcCpEGvtYM4+hGiUPdV2b6ZjSVcpgkseap+QBTCZtFSOVnLtBEStCZEByDEQOfrpZv3hj8fz128tNr1bMhcAIlKD4CGZgNkd3Ygp13U4ns3oy2bg8eePlf/vRj/7z/+1fPPX1b3brNRCcjaEIicmQLQ/hp36mf+QRRNtqJwqQwTiM6pAz8wA6IrK7E+Bie39rdari5DyGYY67CB/1EQ6iygpsJRU5QkQrvchCpIiunWzALyUbBAVsUOnBVAbOYFk6dyuCqXSOnSP1wxAr1Ryl66iFYpFkJ/dNSU3OBjoSP7ZSBximQ3EDdpoMmwS1l25hOOR0HJtC1bTLaNnU7mGJphhwkvLCY0/EADtoI75wgQGtSO5/4N4rmrpuM3zk+cMtKW/enfKkFuWvvHR8ClVXQC0X3VRFgzgpUM6VWPKhFqqSV1pODOZmURJ0tq09ugbikH23S6n0tfk576dKknPlXXTPDnUeyKxoSeCg0knGpOuSSJYgHjbrS3vnnn/hxdVqff7yhcqrX/57/3NJdvul1Uf+6A+3traqKnTd4ubN29sH+1mNue7XKykZzAjJ1EsuY3WtZn5HbmnugcMouxwLaRpnLOaTyaTioJK7fsmkaGalhAoqhqBggRoOVMVgZupWRNlLjFWM0YzhTJzsiMhMIQQzDSECgEgG8JHBKyLIzMylZFOtqoqakMQ3m80YKuNu02mt64xA4pAzHB71q1Vu2ziZ1JOmqUMgQndTHZtWHMVE5kZOb3no4Te+/c1dSv1qffjKS66GMAZ5QwzB3RDUIeIwQIwM7f5kAoDod8K84TWnHCKYOk3QblPcun3bz9+F1o6zoNFmOeIUnRzQS1FjbRQJ3UqSWAclAo0gazQTSeIQKZYyuJMDeGEIYgXFlIk8OCQ0tdiC9NlJtRuYTSIGDyK3zIxoIgUlLRWmsBaqXAXZtd7qNFfmCKX23NsELAvQUOCN9ebmRmeIK3Iy3Gav3I7cwAnQZkVL6qWeXiK/d3unT/nPXnj1ydVJAH/vGx8sWQD5M1/8EpMXNDZsxJ2ERRQMACqHHphl7Q6sVCOylirAgDTL2gFIADNYoba5AEkCiGWJyEi+AauzKnhtyU0zWcjukdYgSISxmXQb0hKmvFqs+9KdHJ5cuXbl1rPXf/cPfi89tz7uFxOfJM11VS9Ol/WF+0Wk5JzzELKeifcRiYmNAADJxnNubsQjIYrMwU3OqLlAolJyVi2RuWrrnIfQRBQJ+1d/dNk8sX7601xFHeesCA7q+F1p53cNAzDmVmgIIWcxNWZWRXcMHM/SI/NQ1zUiq1k/DHVVTdu6SMilcyAzc9emDk27U1SWpxsFL27W27pbRd7M2nprVk8mUx7NMuBIY7gROAIym0gduDnY69anIkJIWoQoMnHXbTjGSMGJx4N+MJ24Oxu+JsXjQGaGDoQmBltNOM16uV8F9wGEPLgzOrkbOo3Jx+oA5DgWm8SqjuRFkxBUFl2Hlwc2EChsKsEpmKsWIAsWwFy8OMnlGI/Vk54IVrW7BZrIMPhQhbgENtBKXMmEuGaWIb1uu3+u4wRRQADUBBw0OyIYoG44QsnPJ1h52ENgNy3rAeu1SKF6ArZTNqfUIE8091fuvvfe8/tHR4t/9tkviurrd2dvbbjkftPprz/zYhXGSXox8WUd0X0mKSdTcqjaNRI7MLiBzFYLnzQpU13prmnRHPOkb5wtY+GajHPnoQWguZYB0QULWSCuKA6Vs0kQzMu1La7z8auh4shtHvKkrjb9UPUbNfjTxx+/5DNnFlcKFeSiKkRIqpL79WqFbQtk5mKuo1JdRUSUI1qRGkZlUFAfBTmjQR4BUETNHc1DE0OoRTxECmQhczuNB7hzran1dHkKgKWIj3JJUzVh5tekOWdPgGNgF6wMhIFDiLnkVFJTNe5uWoZemnqKRI7Qpb5xb5oJwzhogdPlSR0anmgIsHVp/3Q1ZAXVAshZ/Wg9nKyGJi535s18Pm2aBoHBx3Q4aJuGCIHIUBGjuhChG6h5bMKTX/vS6x56u0wAwQOQmxxstWim0fxME2pjgWOo7BEQKsKWJO5vbz//fHnozeiIowoCQE2NKTgFQ0CYai4Y3QjVMKiLI1oPPngIRUwUuLBVlSwBqAMWp5gNyRQjqZ7osEaaQ1g5bLkeDps+1Bn4tsSZrDNghqxeV2XDapu6fem0D9IBxsrTJS+vtLs7RksrjVpiDFoAfKWOgJqGd9TyOay2TG4QRUkbQLXY5jUgODdXa/g/Pvqpf/fFL79UVe+4cOmf/sXv257tnC5Xv/RbH0soYjQvuQ91zv1OToDOZdC6BbPt7jRU89OSPcQd7bcDJoEJbja5EVmvqu1pd8viflXSGibXLK855KJeslehzQFigGEF/UDHt7ePD2W5nKcFGWBTW1VTjN1maCZxvR5CVYfFgpE+9GN/5fvf+I5nfuEXby2PkwmQN/O2W66cCTGAG5mbuJlxaBwLcRQRA0cbMXBnfHwnQgAmNtHx/Ls6EVFVuVseuopQ8oDmAR2UtZntY7o1+lTG/ZWqjpASQXlN5HxHszmKPv017TUTqapoQUIXAICUUl3XSERAQ0p6lmOLsYp1O0EnQDegPvdbWxVzWHftphuKKCEz4yB28zQfr8p8Eve22umkobqZNNPveeQt3nC/6bUUCAY5I1cCQqpIvB46Kcldx7/BzHemMxwBLd81PMKYODyKgpKDZvUrVw4ee6y7++4Ug1G8o2BFMvRACsYKiywRwAMQV+QFPRds1Hv2aDKYRkQTXZMDro5hMq+AuYmxePYVc9s5s1pSiWCbqkJBHIZYTVyWdR5KXVfqCOmUYkAMQw+Ql1wdaCmAm3rb+h7IgeoBqOnWQ5gy2PlQbiieenwuS13Kq4Hu8nTqtbqxmFgOVFdUYLN+oZIPvO2N9527eG57+tT1kydvfvvDT3z7xSE7mmAW6du0Voq7novCgkMpwGAFq631zeN6DkYbo1SCo6BRIZkgTtKQmu2pDKVAxXZMMUrGtAmlxJNTWx/C4rjq097W1mqzTpMZX76S8B5iTEXg5ss86Mnq+OLlS+iIZrtb2+3e/H3v/kBF8rN//W/8yq/+Y3Lsc7l47mB9uNBS1qJVHZIUL1kNvWTwMcaRCcGRgJBBHG3IisTubq7oAObo7DweYiVHM8tJkxZiDmo2qXc28CyAjH57VSGkGOJoMn7tvf/nHwMzCIx3Ttq47dJSMvNI5UVzHYa+bhrEgARqaqZM7u5DSlWol6vVbL4fYjA1sDKreT6Zr/u83PTZIDABeFLMazntu7bq92bVPRdrKXLtnitV22y6tOhWebGGCodSplQz0Lm9fUZzVSIatdc7bTMyT8UEzMcegIHMXU0jxuVQUoGbOdPV1138/Kdf+eH/UFyDsY9oaJWdkoOn47pVIPeCqqDsuezknNGFrXLN4g793Ju1yG5abpyWIjWJD7oxJ4TiouYVyAShdlukITCvoGllqAJt3LNh5X4aqU0pOQDgcWhIYVHUA5QhO7G5qbn4UJIgSZX621XYy6vT0J4my8Sk3otPdVhF6s2iaIzimV88WdblWHL+MD6bh34lnkvujeuaVDUYlUW3adp9G1CHQ2yISoK87Z6AbnA7V53A0GV0KmagDruB1WMBnXQLWfcH2q0Oj3zoeHPalGHo83xrotOtvLfvOxcOt3d12KQh+3JRsVDbzCJFklXx08Xi9Q/eFxyBse+6n/r5/7yK4I7v+qHv/4tfeP/HPv+Ji/uXr9115dtPPe5qQrjZrJjqoR+yBTVMam5gRKPWUp3cAJEdGQLlnJkDIJDRiDuTvh/6rpq0AMoEbd2aWSh5MYbEuJ8JEkopCEgU4I5dfeyAX3sSiMjNq4hldMTASGjhkaLAFMwNQB0wpa6uJ+40nkJ3KKUQUIHiaOXocDqdzmYzACpWTDZbk+Zga+d0XU5WKRePjMCsQH3hl4/11dMXf/6X/oe33n353e9+1/e86527u7ubpOIU1Y8XJ9/45jd/6NHvo+nURw+YubnvtG0TOdvZHXBHnHEmu0CkQVTdbvcl7V98a7fq/uQTJ+//kJqNbxQFWESelFAZDmZtKko+mCE1S8BE2XsPQdZck/pxztERMPQR2uITtuOqUvS6aMWmKoDYmfRVOM2+xTiRTQGcqG2qaVs2oBq8DmlkdNletlOkjDlaSI6Atg1meWjIQkOLshaFJsMSJtmlmDZl2KvplkRgb3JOSHOucvYU7amXrhsFcJG6fSAfveC7uyoDUZt1KQLkGnHPUpfXR9BW1tcVR7PBcMrSexuA1I0AXdWdQ1psVhFV+PFPDiqztl2loQ5tIpDz59sLl2lr93Q+92Kb0yM9PMIbL9db23z52vab3rgxXrx6VN14cnt3p3/+la9/9cs/+DfefXFr/8Q29fbkfY++yyEjMbL/3N/82RdvvtCe27+we/6Prr/UVgNzYLC0XKxu3eia8w5IHEWyiKm5uag7UoWIbiMZPIARMKorIg0pDUPfNE1V1+oqqZQhAUDQoYeIokKufgfGQEgY6LXG97vCntd+BAwBMSGMVNrRfkwkIneWBkBEajIMfdNMnPyOL8vPRkbujsOqS1nTfLbVxJpClVMpWXemcXc+P16lk00xV/YxiofNaNh/3yeP1p/6zT++9pE/fNt9lz74H/zApJ1BiAiGkSDG7YOD01dvATgSg8O8ruchHpWRezE6HUfOkDOyI9RMudhQJGH/rTe88S1f/vxzn/i92z/wl6xtQEWZk3qGUIlBSYMXSNqaSCxejInNykqDlzFAUDnAzZSU64O0DOQtYAIbMPYAtTuYVmbQp30IXa8eYxazvEhtrIptQusps21EmpZxBpaK9xBUhgisZtrs63C70rjAsKf5lDnkYcrEucwRT4bSC1aegkLxKkK/dgLw7Z7QvBuWU8B2079QV0G6NRKXky42O7nzWLPkJvdgXIJXJjBIlsKrTRJxzYv10Pcr2yzr5cK6Lkm3d+2ut9/7xu0pP0B4Fe3qnL+5t/8PL7w5Zzvql/LcC/OcUhWbixeat34PbO3FEPPh7ZNP/rHcfKE5f7Ga7wRgT8PHfv/j/8XP/8IH3v0Dv/fYx3/8J//j1pyKiii6VhP/mf/srz3+7Nd0Obz64jM7uyxFL1/YWXVpKDLZm1fb0BYxs1pERNCtSx0iCCjXNSFTTeZKSO7RgLr1RvZ21suuWy6aSatFXLKqBpVCIRiMoGEcX/DjCnPchv55WZsD4Lh18lFQhq9dDiPMhGikP3gIdQh1PyzMREoJNZ35I+98ZmQKItKQOtU8bebT6ZyrygHXWQLm3Vm1M2+WnS43KRVDAkYN1dZs55ocPHy9Pymv3rjw7OpE8dEHwl2Xdh55+M1HhyfVdOtMR2SG6HXgaYi38zCyFtHGyHXwEQFNEAkkYMXcIx8leeaRd9791S/a7//m8Xt/xK7do0MKrgggagyj3AkHQEm2h6BWuiIs5ZSqCnQQyxkiRVAhgo0hixHKBNA9AQEWIbMS4wZzFNDRBiQw1x4RsXRu0luY52UXJ6+4IVCkMhdLqDDYYCfqLtITR0/DPCCL9NaC5lPirbrZ1vUzWu2qCuVGZANUic0bemjun73tfWjnsFhJa+TzMpQ+A9IwiHU9dsMmrWjTl2FIfY/9asjFh42nzlVBdRQ49ojghkD33v9Aten/mzrNDIcJ0yZ/9tZJGr492Tmgi1fDgzOIU6+mlWTo1/rSC13fVV/9s618Agzr60/Xr3s9IVURv/31r7/4wvM/9jM/8fGvffZH3v+BooXqeawg5R6K3ffQPVcfuu+pL39rvbgRtBlE97YJCK7cf+9pmVRz1sGKOrs3CK5QeQmGqeDW+XvdXVVGCCGYbe9fkE1f1quhL20dS8Iq1ECgRYLZwLRXgIMRj7nQUgjRzmCjozbijp9kfIU7OLgIBYYsY1ep45yIiEwNHEwlTnaSqpe1uea+Q2RAdyAaP49n3sfROnOyPt2kfn9nr65rQgxUiZhZd2F7em5/dntdjo46UYcYUDNAS3Gv1PjFZ4+/cRJeeqF721u08T7IreR6MN+WZsKGRhCY2hjc9YyzDh5CUDNABkACIoAIWBGLmRZ9Hjk9/P1vffWp5z/8b258z3vCe/9CEfe8RiQDrkwsD46+3/XCYREqVOuDc86dWYjMMubH4YIiEnLaRArFCzCJt3P0ISKogWvGKma5sDrZTCfzzbJ3olBNckqxUgwlJ1C02pveu8BRLRNySojYSL4npKc1Iuo0K3CurKjZIuheJAbtEM9bnyl2XkccTrJ+XYImrTa31jlbfwhD169XpVth7sq69zxoya6KZmCCgIQuyOgFgNwhIDuCkxOwoYLglctXbv7p5+ooXWhfaLfuO3pu8sM/unvhjSkJ9Cv8zB/Z4Svt3kH/lkfRKKPPr7+8HxLXE80eYr05PtRLl9w8rfuPfOwjf+tn/+bf/eV/sFNxUTs5ub27eyHnUrtQaJvQPPHVL933tkfKajXXtL937oknv4XN7q3rN5br3BVy4FFVA0RAiCEyM6M7IAVQNwcFhQsH5/v1S91q0aWBpE2payYzLxsADCl3rc1Nk428XjVENrc7QfDffcefqSnHYF53VW+bKq16AByFnoQjUWJE1clmc9JOtwYfUwqEWNkbcA9MamfaUPczqyQiF8mvvHpjZ3t7az43xMAcAq+HocJ8z9bWtf3zpx005w9uHmY3Vwa1BuGEHNYQP/Xk6eGrm1/5qTfYufMnL1y/dkAATkIRw9Z8gqcrP7u/cLTwkyshihmMBnlwIhAEcXnJ/OjaQ49ee+Dgjz/+0r94bPXoe+z+h7WZZRQo0KC7GAfBkpVYIcdEROCYfaAWYbC0JbAOONVyyjXkUrOZEXpxVcIQCAKEaZ0WxQ7nO7Ocjpq63mS3dVZmN9A8IWzzJvlkyZOtfo3uwhUSkttQ4Gltd/PtTqcrCobcCJ6EmgS+ullRv5ktuoKbW8uNdJ0MK+lWR5s+9P1SOjNRc3YywHEWjBwCMiIwuRMARiVWNzRiYhzRFD76Wa1qqul0cv6eq9dmTVj3k6Zfh3T/Zh3q9ivXX4Vhvu0ye+Jz8xrh8rXTGy/BVz67c/XuTrE6emZ7d0tzXnrfbM2Gxel2PU2AuY7/+p//73/5Az/25gdeP6Ru0k4nExZJ0XyxWte782ce++rW5b03PfAekEwByPWetz66WuhOM6mQ+jyIJHNEZBFFRYLgClnUmd1G4SYZ8mY1bHHmAKtbp9zmlFKIwZjRLNiw6Icq1jNNh8i1eWJiP9uHvlb2nzWOr+n9AaCI1Q0zg9mYBerg48Z19D+6SZ/6MJ3tdptjG/2+LuaacqqqegRvwWgWxrOLhQIt1qshpd3t7Vk7AaQYKiJY9esq9X/hne/8yf/63R/70vL/+dzTTz6zHjS7ARFaytDGZtZ+7onnhy39/Jdf3T9fv+2++Mgb6ovbuDdhcCd3HR9dGI2RTA4IFlwKjgQNIAADAgjDkD4Tqgvv+9DBS89cfPJrh19+fHlwEc9dwf1zWkdvm5VAQZ+ohRB7tAkhaBzIvaQd1w6wgqZzQ2w8SnbzEBBg4xqAEsVG8glPmzAMZj3hdtEhMA+5BulLnnXLjsLgrt1qlm5DztgPLaM6TiKu6xYPjzbd4aYj1qUVPy2dF7F+iClZ3mwM1i6jzKPzMe7EDUg5BApINqagIAZwQYNCgGrljMvkUDIicKza2db5g5297dm5/d2d+dbe/u7WbLo1aUrKn/r05//LnbBOBOTZHC0N0y1jTk9+402XLqQ+91bmewent16pHnlHevb6vdfu2mx6RppPWol8frbVh4AAipgMfu1f/dr/+Hf+NtezviQyVO09UHPu7rxc/skX/vShh+555dnvuJuCjbovpogE2cCotdC4OwMiCqCDe0AKFfFZ4pFGcvDyjjduXbjr/lmICZhK2WzWRfpp025Wq1BymimQknBkcss9ABmcyWD+/+3vdy8EcxWJAVMe3e53WujRTGUOAFqGkut2srNa3nYntxyYS0oIFGKw8WOjLgFsZCssHa1uAAAgAElEQVQ6wJCHW0c5Tef7u3vjNDbE4G5ffOKr+R/96o//5E/8+H/33s985+Tff/hxWN0sSqXYjOFY4/Fi0ac6l/Wnn9/8yVN271ftnffGg8kW6HXnM+LP2MI7kCO5ewzcjwHXQOBAaO6IjKb5ZSm3L147d/nK3cc3L7/44uqbf3pycrTBKNv7ur0Xds/J9tybaU20bmu0eKElKb70qkFjz8l4Z3N6PuYjqxZL9JxC7pthlRxrzaTcl9U+MErJ/WbHJERYHS6nCmDrPawD+2o95BhME3pgBESbcJhuz69/9esDIQGUkd2FRkbGAGrOY9kSBRwRGAmAHY3AyREd0TCrIIBjAXQ0AACczg4Odi/fdeGea1fvv/vy+f297bqZtk1revvo1jql5168fXjr+Jvffvb0ZLFarf8SDFeqTeJYz+YsUq2Wh5Kb3J8vtyf13RFN1tbsbF1M6+efv3kun+B0Pp9MlzkDUsXBrRyZChI6E4fHPvOZf3X+4Od+7r8ixJXkljk0Ux3Kb/zG75QpXT88VoVRzzMiDeomEgGYVlXNxHWgmqmp2hhDICSmGJgQeUTrgCP41Ut7jMrU7u0/CqYlJXNRk816E8yeKQOg+qSuXDQVFClEI4/2/3sLjPeAj7/G0QVpzkQOAIpqesdxAo5EZoAmfXe6NT83m+0P/QnAiJoTKQNARTES4VkwJNzpuYkQwNxOVot1353fO7e7vQ1mFLyZTdqLW3/vH/7977n20H/0n/7V7/+Fd/0vv/rNc3u+OR6uzbdevmWz2XxFURJf2G4q7m8P9oUnNz/y6ByMyHHc77qPZyYB14YxGxBgAAxIiqQeDAoAGQVwzyqvCL86P8dvOjj/jvdfOjl6cHN8Zdp8+yuP3/riZxAs90NmnhQRF2iqNHiAXHHljjM3ATkKdcOEeQBQ1AAxhFwmFZv7wfn9o5uHA2DAplRw8dJd7qUQY72X3La34t50513DyRZOd3y4q3bv4de0wp3pdYiIZkhoRoCK6myo6CE4YjA3cHUjYcHC0WKIMYS6jrEKkXh28eDc7rmDCxfvvuv8pYsHe5NmJwTUTBxuvnz4nWeefuKb31qu07Mvv5wWm3qyPS1yoS4XCD5QhWuRLs3lQtbjsBe1e+7RD+rjX75/1e3vnHvpqRcnzqeLk/PbF2zab3Le2z64vbx9aTtWwNSEqm1rgnX2m6uFxwdH/B87dH330d/72PVXXv5PfvpnrhycT4jPPfPi7/zW/3Xu7kv3bp9HDBV7RVhFqmOIzIG8CvXZMNKMmd3dwInGPZWdERDMAIGAgIGtEpMxbl3VHSrAKhBszebh7vP3YIUO6Mox7JluL1anh4eHCPya+oHOgFl//kkwVQcP4Kgqr22G8Sy1ZjzJwEgG2HeLZrrNoTKRkY/rbmnoGyIKgfzMLDb6eu+AJAAZi8vLxze71F/aP6iquub2g+/9wTe+9eHHvvCFf/TP/tf7L9/9pstXfvo9937ij76Tpjxp0vVby6c3U4Ulq7zhUnzshq2LV9UEUYAAnHycYfkYlw0RdKepTx0QjMhpRAcRAobRnex0VvBZGV4Z/PZqczmEV2jCH/gr1Xu7vZJrRNxsFqvT42eeXV6/wRd3vOKhDpUF9xK4Htw69NohMwaoHF2ZcDKVthmgSo+EvooQ4m7O365aBkeXpXMFEtbdT2xu/LfPP2sxooqZ9rPp3mJYmCqNC04zFAfggs5MbWjbWdXgdDKfNu3urK6byWx7drC1fW5nPt+abs3nbVWT2ZDzZr1JQz595caffuWJfrG8eXgcrAnrbhJlR/P+hN594fx2LDuXJvuYd9wwhCbQYNKLUrIeNJRlBs9/+Ee7ekJGz2HA29d9FpeHS8Awm88bbpy1OjkNOzMjnU7nm9WaIjNjO50qsJoSIxI4s3B43d723/7F//693/d2LTkifOA9j1yYzkGUmAyRxxAwQEZydDVzQzVxADUdk4TQ0RFGYysA+v9L1nsG2ZZd52Er7L3POTd17pffm/cm5xnMYAYZMwgEBRCCKJqkRco2JbNs2RSlKklOKslWlX+oZBdLZlky9UOyVLQSJZIiSJoASOQBZwgMMDm8mZdDv36dww0n7L3W8o9zu2do3V+3u2+/vvfVDt9a6wugYNN2ZULwyMDtCkA4kAcqqAMkbVQ0RUnJSWpa5y3frunDg98OngGAgbYWikkM0A5eaQAIdtBoBFPVNhQAQUEjIQFDEkFox2IiKamq81lbD6PB9Bpo9WNmbWTfzmQ4ic3R+fljC0spaT/rfuHZT6898YE33ny94yWqfPC++ZT35gbhjZfSlY3JGRqN+tDLDBUrSYwznpTVBJTMBImRkhkh5AazeWe/au1rAEAJW2AmU4Oj6SdDjtT1Vrs8y9KPPflY7XwjNpHosgHFtPbD5yq7lD/0yGjpKGd+/9oNJwkZmIuI0VMIqGMFAURPmVoUCJNGMEmsKYljM7GZbq6GFDpdBJJyd1TNlTs7ec+qCWvj1UUdO8mOHTkye2R5dmZQdIqZbj6zsDA7MztfZINBFiPN9kIcNYixHE+kaiZ1M9zbOb+2Vo7rYV1P9iejpg6WilgviC45viPQSdR5b8s4nuuEQNbFHEma4SY5G6eIBCV7RKzFSlGHXikKZg4gWrpfx0xpr7s0KctZLwCUea6acR6LXrcziQnBil5vYXkJo3Q6BQDWQA1zww4NiL1zHtQY+ezi0o21lU8+/Ze7edF3maQokkTVTBAoqSkoICG5qbOIKQGYARqITiEEcmuprwCAyIAgIG1qjVAio9R28lUP0YDb2dtpzRSYXV1b8F7VWqZA68hG2AJFg1bTdTgiAFAxF6YsaTvYKs6xmZERY5u/KAZWVUMAFBEzc85JUgAy01hHJoc8FVoCGjvX+tSi4dQZBSFqWtlY98S7o8ncIC8lzvfmn/nQJ955+SVOui/N2flAcedW4f/cJ09951vXxyPbGociQCWqCXrORREgOnTpYjUDLs3eXFsPnHEwQiBERcDWWvPAqA5A2ym5NGNomnGn/+V3bg58WJJyodfZ3T7vnbtntnM+NrEbvJQbN2/f3+w0j39sTybsOtHAZ5mGYpEAPRGGzAEAK7s+YmlUY8wIZn1eIe+LpNH4wWbzLTdYHI/c879X7I4syQgwmZHvzUz2jpw+/o8+95ki4N7GyGdY7ey9/dbF7fWNK/v7N27dBqJRWUPAatjknaywNOuyeQ/npFoEPIuymFGfkzNcCLlPQ4OsIqNk5HsUJ4LQEEbFwFAB1Mln7MRRzH1oGsSOpMqCt6pOVgVHEQqH2bgZQaNzpMwI7OaL3urm5vzgDkXC4Bfn5j706BMvfu95ASWiFMXPLBfGwj6BqZFzSExNVeXdYrbf8YDRIjpCc947A8Q2fAnJAJKkliGPiCoSY1QzdEytnQEAWCuRaReqoigimykpWBKYmgweQgFz29tbzE41IpIqnD512tCI2zlAu8UQpychQWtzC1OrWTX1LgRHUfDAhAIIHRKaGTM3sTYwRJUUwTgvumIiqUaC1pUZFJqmdo5dyME5MT18c9MrBwwMTc2YLo2Gf+vf/d5PfeDBZ+6/K3S4lCTG7JxrpIr66g9/cGph7sSJje4DuPiB/A+eGy31utfHaFXIM5aJ5WZ7hKTa+r+JRHTZsNLZQl1rpgnQioim3nQGYIYgRoaaaoGucy7v7DXV6vPfXCnCsbvum3gf6noeatHUqXS/YBa+eea+JuTU+MaxB4uTBm+v52Wls3NV0Zk0ERlCU+XWNG3M5LXr7trbOhq7o6fcqdPP97sVrkmMs8NhZZ7YmWkDMnLhS8u9v/4vf5uz381DsT0cszSq0uHQQZvPw6MB5x0c7cgxpv5C5+hk5JmDjbpgLssnxJ3RsLZsHymJ7qaJd3kWkzQKjtBG+yB91aSBiYRQRQfYEBaUBy8pQ1971ATl8pH8xtUKcwfEsm9Zf8w0EhNARnKeVzbWa/aTpnF1bHqzmxsbb58/n3WyjnQUud64qacfYkVRo+A4ePbY6YTJzv5g0AmMbIzcplIZIiGgGhioqgKY9xkhqqgoAEAn5KAyvSu4Fam3XnFi1lreo5iiKTtuA7XAoP0ZEgGoc8xE0DSNYw+Api2zaOrmcFAGTFNn4P1Ls7UdN3BEsW3sAwCgqjnnzKR18QVBBAeYzDTFJuR5bEpmpypgU1vQ2NSm4IqMAFur5vecPA3amGpVzZhrpH/70qsvXb/1k088+Oi5Owxrg5Q0IfPq5vb9M7Ovv/6GKn32gYWn75i5sB6//EKzN0qzeRjV4lIiakUzZIYOW8N61DYP45Du1IZmIwMhilEdA5MIaAIt+g0F3byZk2Yh3B5P+ot93NkDLL2kMk62tAvcjLa384yTZgG1f+2KvfFSGu4ZKHT7cP8H4Z4HNKUuwMTyXEW+/735W+8O+r0yVunaKzsrV8LHPgX9udK0ExvSOirlGtmgP9xEgr+/HH44rLqQigHNOp5RN8c+x+TTJPM+k9gE1mRhbyIOdq3jY9wmCqPxqOgBsmLTBVcWXUeI9SQA7nkO4DAlIhI1JYnIvjWw9p2MGZoaDWsmjZFVeG8vqrHDcZbNQ51Ek5G3aGiC4jh0i6JSYoaV4XY6etcg271x/QpzmJ+fWRs2m+NKOTT1xNCAyBF7R4N+sbOzMzPTD0wiySChOUZuA+XQpqooQJoaLrfseCS1CGZGwEQArX8SASCgN5M28Fqnt7mZ6vRqADBVQFRFN8W6pkkFgZqmQQbvfGp0Ko6xA+x/cCZPi1RoE7HUESIAM6sq0NRUiohbI2jTNikMATWmyio4sA4yA1ETBDDTGGtDcCEQc+t5B9ZeOXg4JUgxufEezHTe2dz8h9/8zkcurDw1w5z1GxVrmr/wn/78K6++srW1tdBfHlXiPD9+V+eBk9n2rn7/uVygCrFBzgCxjVw3QLEkSEnRqbbdWJsGBbQ7UZEQPCdTC8RlFQZ9BZu5eXVIBalalrFCJCmzTimp9sFBILE69zExOcpe+Ea2ttI/utQ/fWRnb79Kaf/lP6SCJ0unmu9/K3/ms/7lF3vX31paOp5Ajp1bqqtYXVtNLz4nz/xEEutKzWL788cu3/XA6Ze+kQP7VD/UNPcGclyp70+imSOwMYplxHVUxgTjiZofZ8HQ9a1hDmwRiJ33KYaamVIySc5ie/4ElaCRCCvuoFVMLtU1c/IVq9R25Eh86KHm9P1x8Rj/i3/eq9fq0X5XoxeHo31F09ztia/ybmwAcsqLzrjcdnPzk5Vbk5mZqjNYXblw9NjRclTe3hxeunSlPnu3pYgODYmAmFzGPOh317Y3B7ODqiqdLwiZWgs/QjYkaBcEtGYIB0biCAZJ2qQbBQM0VCZ4r69I0+WqoO2idGwq7cwHGEERVB2zb2KtamYCJlVddvsd5xxRM+2aI6ASAEx3YpspDzzNlCOXZTysJ2hT12cVFRFmYmYF8wFFK5WWOKQSa2j9VGB6aai1fqGWmtoR67SEnvIkAFGs1T06zNA6AfdKK1wpxe+++8aJxz9J5y/2kJDoxR+9klGzMLvI5tFEVFN0Sn5p2Ra7nfMb+94UVBHBkBQEFImIFKNqTmwGcsDtnhrIQRuvwEKOk1iWiwuaSgc+hgyZo1HRyF6gBwv33UYs9JJ3UShzAbPgfvQnJ2K18PBDaNAveiEfrK2vZqfvWfvBd/yf+bl7PvrspRsrvXdePn3yWD2pyKDeHVZoZ86cunblgq6v+P4cYhMVt1zxo1rvjphJnZzFQddGY0GZlJMO1qWaYVdDVuYe5+fKfLacXy57wV+7Pjj/Ru1wn3AhWWLh4bbkRYiCJqBKMTZZGIoiB4RJzQWqJMQm89k9D+nli3t3318++dHi4Udh7ig5af7Vry/u3tjOBt16R32oQRkVBPM0XO3dkWfF7dFw6cjM3s6+kCuysLKynj76qOfszSEmuQmYbe5ca46dq/1838oROu88OWeE/U5vcaa/efnq6QdPFTRMcaQ1KrQXhGd0ggqAxIGdYzJGbYOPkioBohm3y50cTjF7qwaZMjsRoGU1GICRa2u6dhTkM+9EpBW1tGuuLMtev+d9IK60/X6LpKY8IJuObW26y0SNHRGh2ZQiAWYi0rrwT/8QoiKZKSIimmHrV+FUAVCx9S4HbStUTYqOWmc4AwQwanNrwOZC35xv+gxlnepJ5v2/10/D1/7e4925n55d/NhHP/TCn/xxJbo4U6AhmpGiR8XGzXczVE1ZYEkNE4G1LnIHRe70QyEebDrAth3VeqSAgBjxoJvY/Dg1jjIYQcxzsz3veV+4CDIZNRoF0WMDlHBra+72jaMP3ssGRL472ztx1x39a/2Lly73uoPm2juv3vmQe/1Hx5dPSJOKoktoddKiyCnDhYX5zZtX83v6OXrzcnzzyk/s3HJQDZlCZ2AGxNBoCBnFFAoClbj5M3+pfuRpy3L1mYKBSOfv/90QqHU5VjRMAD7jamzJ2CB6lxaO6e3bvHgEO5lurImRT5OmPyj/6v+wky8tfPlfVb/wi/zl34fzr/F99+KpewcvfKMscgdVJB/UvEUBFOc58iZ2NEaYO7q/vZf3OlnWW3njDTh7dy0mUhZ3P3r72mtpfziZPxZd19+8/JHl2d9zBWkqKG8k1iLB8Pqt9aceOjva3PY5hsCEiEztqlOhFC0aZXlPFAwZic3aJoUHJGMzFZNoBoCtotwQHQIagaK2XgiIhKroaLpQ0cDAAcD7lC4aUwSAyXgkSdsFgG1O0MEkAMGsvW8AzKyOiaGFPXrAM2jlacjMhNiq9KPG1iWu5YoiIiLnPi/LXWAmQpFkoNjGYAgQMzIntalRIhKAzXb9vSePfPfGLQgd0MbGk2J0eeg6z69cvfK1P/rSo48XsfmJL37p4qXrgqpqEZIjEkvLvSJpSpyxxXZejUBmAsaKpq1z17SzAO02tGm34OAMQQjdGZ938MoVqseDpN2l3t7e3gDDoHC2d7scTZqiI+xYvXDAi+ePnjx67o47xqUAUJZnTWmPPvrhjVs3fLG0f+VycfquuXLbD4559g5BopJFAMlDMT8/u7e1RXWF7FQLxKao95RdDtBEc3WZkC331qQYAiGHANUDj9bgc/Rue8dWV8PVS521m2Co3qnz3f1Y9Tu2v+MWFkZPPTsJof+N34/Dcfr0p3Z//Oey3/7NpY0VbylVsf7l/3bsZ8Mffx0GXdkrBy+/UJ85Xt/32OD/+adWVRRjByGZiolRRmzaCKVyp5OJaH7nAys/+tZgdycmi3c+OFo+a8PdNCl398cbDc9StrC1cd9454MZ8P749xcf9OATQxFylwUXm5vbwyfrdO36zmC2N7OwMN7aAYmc+aJT+IzzwgdHABMXQECQmIwEyIw1kUxMZQqsmXNkdIwGERHVkIHMWmk5oinA1EdHjcDAqbYIBNubv64nt1dvEIIoIbGqIBxsAYADStlhOWBJjYyIQOSgTHjvdVOtTLu76qZWMLCpY5GZOsch9FKqiFq9GscUHXucviVwzrUa3rYcXh3Xc8NKjA0FnJN+8cTuv/7DMpKjvar6v7733F88vfxAjCE4imQOuO0HkC11+yggpECu1UMCTBPAWtsvBTvY2a0NY8qI6sNoGQQkal5+aXbrBlZDVJ5kfvt7bxdHjl587WXg7PuESeKgtRkm9KbHJ6Njd90pNXQ6/ZvXrhrxZDza3x0xUTd0Qrxer99aKvLgqNftaFkNrWaiuo4TX5tzA5BtiZ2yTl3qjokIRci8ktSxX8i4ClWDWe7qNOIKPvVTjc/yl1+c/+3faIrQ3dviVKXgARLXLM989vrHv4Df/KOFtcs3fv6vNExh5ji+8GJ+z9mtH/sLGIL70XdHnT6Xk+YXfnFyYZWfWPIvveg+9IHs/Js234k/84v5v/j17u7KrdmlhbXrCSICBO8bS1VEyEPZHZTiFWCLrPuxz6fJHuztjnb38u9/Z67avUvr+zr0eBGO9sIRlVjG/bL5cufhTllhv0eijIyonOLIYHFQnDq9MN7ZaIZx+chMsqCAIjLer25cGarh/Hy/182zXg9BU2zMBLH2GeaBDBGIJKnaRBQwMkJIxh7Y+JCqHxKSSgJVmnIj0TV1ZVN0YwdenNgp8r3xWEUIqe2Ht2f7ARvuPYFYk5Jz7QVyIHMBAERVbTHPwb5kIk6SCFBSakdcVVWG0FUQTYrIWchEzTRRK+hUQQHnGJGiWhsE+/LmdodYDBFIEybostvCnRoXiD0lxl/9yldnhc4cX86yThJlCqTW6w2UVBFFp1Qg0/bdKrJTgATgWoorKQCQQSHQTLXE2OLKdOzI7W//3kxvsPTMs4XG889/d2v1OmW5kXM+4/GW7Nc8Ox9Q63J/thOA5Obta8EPOrnf2d5Bss3tm66YGcaGs8Abq0WvG5zLiROxQxZPqa5QAZmG46prkGGZRzXQZEAoltBbA5NE6Ebo8tEEgu+bv/XMZ7Ks4HP3Dv/23x0qu//7V4vbN0eM/XFTfvqz5bNfAsX5t97Y+W/+6v4Lz5/UyG9fyJdm1p79QvGjP6mKolOPE6p+4In1Bz7ce+uVanE5n5vZePJjnX/3b6u//Ev6+hu9Cy81JrMhA6cEfZH9CSA2tvbUx/DS1eXR2j1y9RWhYjJc2N1ekOpUGh1x7gEvx3Kdd3kl1VjqZiutd7IEFF2x4bIgw7Io/GSXqEsurK+ulUCvv/ru5MaKpohZvtgvOkW+fGw5YFhbX68qRpJUl1XuXB6AmZmLbr9uiH2GBI7QsSEpUu0COg8GkUxMGokYGwbyiEwUDBw5T+xIAVQcHqikbGrgDFG0rKKpJFHnPCHDdLLQlojvPWknBIjkHYnoey9AVNM2OunwN7z3omJmNG1DKSKJJEIn2CCgGjKzpqgmCA7VDJIQIpOgoVm3U/QLTskmogagHpDBh17Ka+dCNixH4+bqzmhnY3fna9/684899oF77xJKKelMyByBtcRIO+TfTXcsteYZYAhApslMEfeh/e9o3zsBkfV6+tDjwxee24P8vnvueYfIuRwhS1SreQKSzRty6pSAuUkzKDJib1Lz3KAs93szvQRCqqPRfmtY0Ekpz/JqUvYpGBEbjVNUQANkg+h9F1NuLE0EQ8ehIvKpFoAKXN9S0ug72Ug7cOeJMWKe5+XxExwy98Pv8/otsWZQavWhZyf3f9hfuNDs7OATD4/7i9nd9+2fPtOpfmf4Y5/GV15Pjz7avHE+ff5Lev7C/mf+fL63N/n4s53/96uFp+ryKpZj+vafDF5+TqjChHVMjhjZIJFPKi5vrl3s7+/X1eiLPf/R1VfZa5FRJk3w1LTZnLVcsCYHNokMkhmTenGw47LYJOj2qBmriXPF7vqGOkJJ9aROYNVwf7I/ArNxTKmOb75zPWSdLqvr5guDTJVyl588fuz2ykZRdIvcZR4SEzpPyE2KwedVjL7I+50cKYTAnNeACSCqTgAIwakRYGFgbppsNC2fAQmTSBJBBEJnhmBM0/w8wANRzEEQUosZwNHUeuFwRACAScQjMXObu9qa3UpqpQCtaEuaZpLlRTvdY8em4ENWNyWzESCICSZCJHZg4Nl96typr128DpIhNi7xeFxnjpYH/fjEBzrvvB68NlaLtwtbu//gj775iUtX/9KPP1MEXzhXuCzqFE/ZQSVjB/3gg9IeCZCADElbWsdB15dEwJLd9xj+8IWtN19zn3qGO0XS1sffIzlD5rV176QknDM3Oze7dOJkHa/OZdJdWBaj1Y2Nen/fZc6HkKlWrWpZpAEREWTOCCdlLQiWois6AQOQKnAWU4Uu1U1AqMzQorjgQSE2vTru/eT/2OnO0Fe/OXPxtWx3m27eQJcsJr7r7t1nPjP4wfeHn/l02FkrH3+q+/WvZ6tX9n7uF+KjjzdZlx//oKosvfPW9n/3t2d/+S/O/LNfK/Z2rj385ODdH3ViGW5eo0mFNy+hQWnsIbnoyRKd7I5j7NcSXXNqayUmNbJ6PFxOqRIofZYSlGyKGlKKhiEZYWwLqrGKCyEY7DrKG2myDiYEtOA5D5QFL0jDGFmkk/k21q2OzfZob9DNk0o/48ZqglSVZWm0M9pIIrHSbm9QZP7MiaPdPM+LLO+GlMrxfrm7sldXtfPWnetnWb64MGcgzgEb+EAGKcvGROKImHnKNQU0AyBimC51mpqbHyAgnFaQ7XE5rQ4RkJgB5WBkYAfigalmEohQlZBC8GWqD5u4gIY4nWxM5YYIAOhcFpu6NWZ0ombRZ07VhrH5/uX1hJCgIWNkfX00+k/uu/PDTz717XFaRYQSXJl8VZlZGfzvXb3y1r/c+alHH3ry/jt6HnarKcYzUEQCImujs6cGdIBg1g7U2w95WO0gODIfgecWRyfP0rWLjcjMkWPrGzveDDhTE682TnFOUSI02Ozsje9dOLk/koXFQW9mZuXqlXJSEoPPFvI0mcRUM0UT50gC9nyvjlHqsusCdburVy+Nj9y7BBUreEnAhg7KhOi8F5BUNTlihZgPYLE/OnHPZLJ7/K3vN0U+fOxBd9/dxbe+Yj5M/vNfitiZ/Gf/td1e0ZtX6g89mz6xWGfP9H7rP8y+8TxWTfns5+NrP+yW++7v/M3e/laErejg3At/MO7MRiadjAG1Bsy0YUUCQ9KomjZHHc5TGCXfhfEokKXGA/EEK3R5rlCBelGALBqS9yQNYbYfPKfUL1PpdUzZsFiA/Zs68JwRArmAZs3s7Ox80G4WrMZRVRdojG57dSOxh9RsVwnNGxhKQITMa6rK3DN4uLmyrWyjejLoFyG4mYX5uf4cYcxz6fU8q1ldsTbj22PvHXYK82E4TjujYccKJHOOs0PPw0NwA+892ilau9ztoHc4tc1BMJi2iABN1d5TCwCAKqoKtt4qSACCSM65KFPn5JZrkGLdDtFaNIIIhOSDT5JAjRmbqmRm8CHLfOG1mqgzMmLbarYAACAASURBVFRDa/L+t89f3Flbe7M3e6NMH1q77vMCQ+FTrJkz5n1M//tzz33s0pWYEKyFZkCM07/eNrOgLYXRUAAYAQwEWqE/GAAyIRJLE2tNcNd98ZtfuXpzZeauezd3f6CJCFAJVBXrMqnk1lTd2XLtdjmeHDt9Vxf3pIlZkVtCDB6RJrs7da/vjt8xfPv7C4M5z05V2AeIdeNDIBdHk/7TZ7q76wmQLVXcUYMZAmhKppDIZbER40k1rj/357QZh2Tbf+1/Sg4x73X+ya+yD5mk8O//zWKy0Yc/Id9//vi7L9ZzR6tOz7/+avfdlxAq9cXgK/+GrZ4oddevpzwXJU5p2Bkw1iZOxAhqR14FREV8wJBh2UA5Jp+VeVFHK0wiBrM6JmHXqThkqWIQVVRQR1SbOc4YhULOYLWkSK5BB6iSGgHy6A2h41zM+sfP9Ld3rqlBBzn3NJsH9MwIG1UyRA8aY0KAPW1iTOycY82U9kcVu4AO60najeNBL3A3be2tDddub2xNwjTjk/K80ytC7l2ehU6Rh4y7naJuhuzYtaHWhx3Mw+eHgP7wR++pXaY9k/akx1YFe8gda/s/7VmbRKa/Oh0/CBGh4lQ90561qsRE1CZdqk1V+QTmRFTNVHUyHmddq0TMdDlzm6UpCqlPKBu9ma+uri50x/WDTwlGfPe81AnnZzvVKGWFIgnCc2u3mTCAAyQhQ6U2/ALanX9Ad6UDiHfQ6ppiJQKkBI2hMtOZO8Dn+7dXZ2aW6OgJvX3bBBDJCKWe1KPaomB/Znx1XA7XF2eP7g+3blx8e64/M7u4oCY75f7W9et88uH9hdN7+18/eeJEFGhMVOpKrHNiMd5esdnFrD8rm9tZmoyBOhqjzy2f0XIHSCmqWABrekV/9/M/VaYGhbplGXZ3cWdn7gcvTPIAVYmvvzDLIbv0Wl3V6Lj7R7/JAKgoucuaECRFchN2mHyFRoY1alDnpFFi0dSwJ3WcoEEcmw3UbPFYc/XdRNRozBoVDB5Mq7pxlIOrU1Vz20wjZKcGLKnwWWUROCtqrRWJHKFNCteQOGcqxhSQajTdiHLuxMzVW3p+e1SPyzKNFgq6/8jimaVZSDToZB0GYCLESS1VkghGEfcaYXXO0GdMkJKG8Th5iU1TkQ/jZrSLDagkU4b93DtIhgTBueC5XxSzg6LX77v3L3c7wDDTs28KfdoG//9fHDNdIQdcaTz4GhFMrf2GmioovQeKEBEcc7QEB60k1WRJs9BhIlFtrxcRI2JEEo2ICJZSVeLO9o3+nOQMQIa+7U8l04aLelwR6Dvzi0cWFjeff/6en/z5y+Ods9s7G/WYyTeoAo4dsCgqMohNx25mgGKGLf8HuB12v/fh0cAwxZjQwAWMUbNu/jM/WxEPNm+HO++trt9SIka0NghxtKug1p9dTW60s3XyoV4nHNvf3tre2j55+lQt9dbbt3a3x9WnH2jQje+8a3Vt5fjcsQpjMu4uH212929fW9v6xJ9tJvGUjMn5jqqCYZNM9xMVKjWwUUo7g14vNYO//78OVq/m0bje47punKYit5IweFdLMvBoLniUBgw65IGjJaeMtaBJ000cnYKKuIxjZZwTookhY6PqoxirB9dDVql1aw28m4n1de4fLcfJJ5ld0u1NQNq32EfMJtEcV+yEHFm5o0xROOSJkJsJZLlGMGk2sBsTs3EgJ9R0qFg6c7aL+ZjTU489xiEuLx8vQn7+7Xeff+Ot5668UwtA1CPd4uhc556jC/1e7sG886NYkqTkvDnNghEEV1ggdUTjSrOuL4I2VaoE2SGoiAIRN6mJJsOkm5MhbEDIMvY+HJzrMEU4aAdh6XgAe9637N8HkNpGEBM6xtRmCx9CqLYxCnYYAA+t3RCi6uEcuS2G25cTslNRZpoyrt9TzUurskmT0czx40oO0SewB47MrA2HxN5iFatKT96z6/mJ1Hzi4x//0MMPdzO68/jRVy9ebHa2k+tkSA5NDBMaqk6DwmC6I/MsA4+KLiFOM1WnNloE7TiyLXUITdQlcwj0zqtw+p7R+TeZGQhDbMwX+fGT0JRx+SSxwoV3j584YSBbq1cB/ZGFxXdv3Hzn9Zf13sf2FpYhRly+s3rnjdH2Rpb5kLvhxtqlKzfrJz4eiw5K8/Te6sdHq6o8fPhp3N0KMXogIUIgQ3WV+ij5xg1nk4nGkEOTd7AI6FyIoKn2YMKOUwMQG2DSGtDAxKAB571RQFcBOLBkZpAQoGafYkNkgL4ba3OsydQgIbLjJutDXSZkouRVXetGaKqKTqxCjegMBSRmsTHynEx7fUHTOhJCJoBUNEYXw+DFBCSTml2B4NLoWH9ua7QzwXxp+czC8bvzfMa7zpG52Y89cvKxe849eObIHcuD7SqOYxoH/sHltUsbwxs7e2Pjca3dLh87OXfkyPHMc5H7br/nO73hXi2OBpmDFMeNghojmokhJDUVM2RCrs2MiJ1rO+BqYK3S5bCKfe9EP2SvvQ8sTdeFoWMKnpOqHOyAaZPnYDNMw37xsMqwqVU6HFD+2x4UM1PL5UZVOfi+mAoAIJGBy+99BPY3McsMkYiHMebIUo4gdJrjy2VvdveNF88Z3t5ce3Vv/Nq7V9YFP3Huju2bVyIzZx1LapQr1ACMcFCxOM7zDDwrOiEUBENuVz8StdQgxJa0QQjGsSLi4vLFuHRsvL3FTYWMWNeSZ3z8lGqEpePY68u1SxvnXzl67BSgFj4bNdWrz/9xGixt3f94VKKUGpP+6XP7ezuT1fV6MtnvLaQPfbacm52TtL0z/rnJ7XPldmT3wweewtWVTiwxcxAlI6wJInkmROfLvJOAA3mUhlETeNToAQB8KZHFAIi1RmNDQHJ69m5/e91YxSQWmatTw4FMnKqYumnjQdrtjwo1gSoykqQoCkDISAROsSl9RipClBoFxAhYmKYEpS8MjNHQ5f1u11eTKPFqbS/W7ivbO9+5vbaxcm35zAkB9+QnP5I2dz74xAevvPv62Xsf2drYfePt8+cvXr10+9pIwp4WyycfdoOFmeXTJxYXjnZ81+zkkbnH7jqTD3oTpbG5V9b2m9A71pt5+eK1tfVhf6bX63TGkybr+ZmcPeFkWAEYAiGzGRho5n2K0SFWMSHRexDo8KBGQGLCA5fcduxFNLWWAoApM3rKWWthjLTnPUyrCDy8CkwNeHpdtIGLiOS9b5rm4NJpa9BWHebaGqDl4BCT1A0itgUEaiTVnStXF05Ivby0N0nJAFxGhMrkRV2UtZMP/PPf+fW777i7fvSJtUkFpp9+8IkvPP3Qr/3Gf1jdWW9mF4qtq0jd0cDjQZ/KQNtq/n371toLyxCoLe9bMi0gGhASqiVNeuuGP3unvvJDxyQmhqB1EvBiWiXbfPrTzR//4Y1/9o+6eRcd571ZWTq6+tBHoRx3fUOgsWl2OMcP/xltxtW42pPEl67xZGso+qkMP2NrNXaCVke+8tszHoKiRHEQx67vqomjqkFfaFV1et1y1whMkgudxpRjTA6djjvoCSFhEs5DUxEQmcpgRkEJOyoT3yTDxksCRCHOTEXFXIbYiAIbTij5ZIiETXROTSIZqc8bSC76DCYGAVhr7xlilgQQXMaoEg1v1nh9tPn6LbpeN7eiRrNIw8YQULu9rvODQdAPltvfy7NLr/+ge+TU3/xrf8WRn4zLlVtr59+5/NKrL7381lvf+8Gr1EzuvPPO+bn5Ex//4mR/JCKbVy7M98LJ+dnjHXdzd/fttfG3X7lw7oOPXD1/9Z/8wYtsVvjs9Mmlh84uHelnd5+YXd+dDCfJCESMvFc1ZGz5lSoyNQBtT2gzkJSYXNsQPVzFB33PlpN22B1sqUcKyETsWZvYEi1a5KQtEQgIVIGoZUpQ+8uM5Nk1KQKTibXSeFNpcY9oAkBico7regqFQE1AcTSqy9HGGy8v3vfwztGTHYIjUl3F8Lc++8yvXN9QdnDuHAwWNmMKqTFLqDSuxg/fce6Ln/vcP/6DrxXra643MHVkRqACTlVByQGIEqAYEhCAScuaZjLAKYkPVMDQVHMOYlGImrVb9uHP4Gs/AHGIwMYYyyJNrNz3PqvUhp/8id7Nd/c21oNZ1Z/fXj5RXrsURkOLYxKcrcv+eNjhuoN8NFazGZ/tdI4MsiPN+H6K49UtBVLHD/pUK3GngHJUUdbUVYegVmu02Q69zs5GyjOLymaTqjLkiIgJEchQgJwTg1QhO0ZAoPDWO5HMNbVxQIkKzoM06AzBAzKoWsLUgIVodUDyjpJiJAJLyBxd18UxTSNMsJaYBVKiWMm66PUEV8rycrSVRtdNszzr5rmf7811uv0Qil5vc2vr+spqp5M1QCdIr15+10+q16+tP/zgg1/7jd88cfJkt9snqT7/2Q//7M9+qa7rjbWtizeuv/byaxfeeuutr34NkwzmZ+f6g/zYAzHiG3XTOZLOzYw7mk6cOPqJEyfXnnzoj197fbaf19Feu7k33Bt3AnATu55mi9D1IcvYE29MRiys3pKAowMSaXvAE7kpH/h9faGD1d6ygvCwQ9L2fVQVyWfONw5isvcrZmDaVNF2nnDIKp2SI1TaGIu2FQOmKuKcb2XF7Z8/qJ6ndP003pX9/aRp8523++Rk+UhuZSzy27tDJ3FQTjKrw+mT5aiM+yMLhZoOy0k5nqCadmaW5sPm2hqMtvDEGVAFFgaQFt3TtDfbNqaAqA3FYGRFmyqsAQCwFGEkSibluDvTL10hgAwspKkuf3ym+PaVS8PQRbOsqoysWFhabCZHNlZm9lZ7vc7xJHM06bEb5JMlX3ZTcs560mQx1cO1elRgbMbSCIBQylRrwAmRzS6FsiZRIhsC5hYZc7Io7MlnkMaEQQERNTMQNEBW51ASMWkSJUhMkHdxso9EZmZkZNhEBaKKLG9ACKJjl2AMebImJ6yAExJAUgM2LbSk2jKUoe/UHnYpXCu6767efnNU3pK0FW0PuShcp99fmFs46t3xk0fTpE4pMhICNikdXVjw7JFUPE42tl5pJk1qvvCpJ5cz2lw/v3njwvbmmsXmnrc/UHSOLB0/dv+DD33iiYc/+fTjuzt7VZRbG2s3Ll+7cvnazZWbe9vb2zs7s72uJjt++uToRtnpFt3ukQce6Na7m0mqs7OLe1E7Hbe3u7U7Km9sbK1cX/HAy4MiC9jFZqGXFz3vDnjOB2jkP+qETnHKoV7qkBZ9AJusDSkimM6LpzjoEFKZmgJ4QEOQ1qxFRIjIOdc0DRKCARFIiswuJSQ87ExOtyIeVCSxHKsKElX1CN95fU5Vjy4ccXz+1TeeLrCzdsNM8NjSN66u1D5vw8sQcX1jI1VNUPnFT33q7/3aP5Yb12Y7/fH8PAkeCIjAALUFvoRABEhgKCKGBt61wfKgYgaKyMEboIwnVtdy6hzevIIqhAiN/niovzS/sDEcL/bzhRiPThpX387LSXDjrGmq9UYIuIZk1iCAw6pJgXkPwcyZIaX9CqUDrMZFO4Ex60CMKzcDNCOxwjGqKee1WTKbt+j2YxUYyeVpIkKJOaAlNadRCVEpJyQiJXZqKkboE5kDSqZkllS8eDGFRAamrIsGqddrxqNCmlBXkbIJd7dDfnOwfNm723nvcj57Gzvjeh+6+dqbX/aBBzOd5cWFu3tzpFYEH5OOqsn+zk5wnh1XdZ2aaIZZcIN+b1KOS5NqOF7b3/vYU4/+l7/0d0Z7WyvXr2zdvrFwJNBoSJO1S9cu//AH6Vf+j3947sypO48fdeXoQ1/80qOPP/XEo49o0uFwvL27t7W1e3tl5YdvvLp65dq1a5csxX63OH3q7PFjpwf9blPX1dr22sZKLjxX9M4+sKD3Nm+sbc/MzyC74Y2NP7x4OTYypUOb2eFh36rGcMrBPFjoNu3vA8KUqH8wKRXRuq7BtA2hgQNZ/vvvATWjdhCl2nqpm5l3rk1VOhhLaYp1lvsDEDWlTR/+Y2ycYiQgVADiUTl0K5c7c7On6/HybA+KwGSkaEmOzC2uZyxRGCEhnjx16uqFcSSnyVyqkiUYbxdS4WBunwOgb8nc06PxcCINAMGLIRiiIZgg8PTTmbpBP92+FarEjz5i199l9hEZVLMqfe7CH2QO9yWlxmrnEmANHLnYxUTspFFAYcSAmlL0LhcTNMptkjCY41lhDTw2BfSIgI2g1c65Hc5myslEsUhSZb3ZyXAj7wr1tRdoMnb1SIHUJedokqDIiBRz5QiNMpgxRVKt0OeaGtWG1KmoEgRyIGkMsC+2M6kvJrtc4Wsyeuyue3rzS+9mMxd7vZ3Q20RC9KppVtJE0WQy2xuc1FicPXrq+HEUQFJvsF3VySKDzg16ddWUTU0AeZ6zQ2Q2FUupNss51/m5BYS5Qf9/+Rv//fETJx9+8oNn7/9wp9+Psb51+XXILtyThQfvPZl3uzcuvLO+t/213/mnX//ybxDPnLj/gTvvunuwtHD3meNHg37hc88myif7uxeu33z37fOvvvLKD159dbK7M9PvHl2YvePsOeVOTPHG9nZTjY7MzTlu7r/j2BD5qfuObuyM3UEX8v3T3/eO+IOv3qcfed+eOGiYg6od6AT+I+x0UCUjT91GDzcbITnnRMSmlTCoqUgidm1BkpIcTt4MTEDYOccQ8qyJQEKxjrKwoBu3d7e2jp4+JsLlcNjIqCY3yEJMlRjsj0Z1VfWKIliTMbqlZVjfqoB1fn6mqcxyQIBWf/Pe7TdFhaDWahimGzIlA9akySUlNDVLyfp9euTp9NzXOOvAHXdkO2/uuSIZRhP06r0P6swagOiMNIIHKVWRKGEwMwYDNDZtkEghYQBuJGkAqIvQrSpBFvDDrKfOSV0mZgUr6mFynUUEgDJFo9QYO5YUyQE4I3SaBKAhiUqEwCB5O8+OlZiNGrdv6VYNawIrTVyPcE3jjVo3lBuNguTy4vx9T9fOgwCaeql9TMF8IvYqSILAddT1cfXQqbM2GUUyazCS9XxwxNGSNBIlIZGp1tUkc95MUlMBUKfXa1Qs5BJjKMJP//VfvnTh0o9ee/U73/0G1Dq/dOzY6aMnTz9y6uzZjg9NvX/3vY+Nbr9168LFEUCju1df//aPvv27xcxSl/Jyc+3ujzz52JOfWDpx4skH7/rAY/f91E9/cW9ndHP11pXLN65eeffW9Ztr65clVrlnDE768wiDC/vcZMdlMokQ3Hsr+oD3O13/f7rfPx3tvveq1qsCWjcrcszk2GI7FgU4XEnQppGaCrbatPfZTbcJfAdXCbZktCbWAYmYCKfg5PChpDQpH3vg3tm52TcvXl9dvZWlTC1f7c4e3bqWr4Xd8Xhz/VY1KUdnH6j3SgxOIFZldf6tt2WmJ+pGZZ3NHxnelXBtDU6d3cmDN42HNX07nMADTIhKLfhvG8GqIEbsgD0jggKBMSUXy3jHuezK8cmzX7S8w5uvmCmmJgNWAhQ1iIBoqAgoCByViFQaR4CEapGUFDVxVlgD1phCAnTkoW5MraYEeTdKPah2EakbRdAQIbdGEyMI5MqII8Ke61scN6R5Efyp49m11VyVWKLCepSrqbzVwOtVupHkei3jZFtmQ9PYutQf5MMiMpDkva4h+aZSc2ZK3kUmAogE28k5xCBVAogo4/3R3GzXi2i08WS/BmicMwR2tDS3GJzP2MWUmqhGcGRp/vq1lbX93YCiIVcKTPzIXXd/8AMfnEzq4WhvZ2v72srNd99+95WvfGtv77dy7+46d/rJJz5y9tHPnn3ixyapWr9yYX315t7GmqnUk8ng7Pze7Qsvf2/0vR++s7i09Mijj9973/1n7rxnAdNDP/YxzD67s7W7sbm1trZ+/dr1yxevXLtxeeX6TU1lNw9HTx49cfz0n7oBWnICIuLU5v/9DzzURdIhjawltSGYIaEhkkGru6U/NVqz6Xy3XVrvDQTM1CwLoarraeqAAKDEuvadXERpanI3vTdIodpeK4uTF3702olTZ9TlGzev2vr1ndNnRlcuMu+8fv7KaLIHip37fGVATSSTbre7eOrYG1evGcOvfPPbMjdvdy/Y2teZmOqmcX56u1Gbd9DePdomFRuaEQGiqSCiY1KL882odrPgxdCBoWquUPaXTieCUNcoKGbeMSFFziXVjkCNGvReG1I2kxZvqaEiIjoFJCidQIOtHY2QpYkGhzUiF43Wruk1qqAVeWBkD76qQQlNBAHGpZL0a2CqC4BS62ZIN7fKlX29PBy+XeqbUdajNW2kYlvPETHYVN1NbCoNQJucKYCoFJaPJTQl4GgVkcZE4JmtAUXwKFEMairc+EYnUFU2AMkF7szPzg1mRa1wXoGGu+PN9eHGzkbmKJnNz3efvP+Oe8+e/f1vf28iyYNqluvm1v/8X/0Xf+N/+z978zOLc3Mzc/N3n7vzU5/4ZFM3sUnvXLn2+ssv/esv/9bWjRu9bufxx5589MnHH/jI54uiiFqvnn9j++aVZmf9xpW3n33s3O3dnZtvfveF733VY0d3d7NB/uk/+5N3Pvz4qRML/x9jbxojaXZdid1733vfEvuWe2ZVZe1bd3X1Xs1mN1dZlCiJkrVagu2BbHgM+IdhwwP/Ghsew4Zh2PB4DAxmPIIBCRI0EkeU0UOKokRxb5LNXmvfc6ncM2OP+La3XP/4IquqScGY+FFAZkZmRGW+++5yzj3n5Mml1668ZI2NkqTdHTxaWb1598GNq+9/+/s/lk9Kf0Ak+Olj/zMdwlMw2eNSaOJsTZPUkR/6Q08xhsPa+mN0I8yHpIdD2Bxjo3xnEk2WJSR8QU9GQPmLRUl6/c5tIUSqk5lKq1fYscLzNOwVK3jvXsKslFc9eR6rZcEu1poZojRZmp7tae2u3hRC2EJIKsyOn5TOkRIIdoL2HVZrjzdgAN2TF8eJDAwQWuUBOx1bQgIlnWIx1kYQM2XC+pgpIJTIDslo5xAZAW3ILnWgrNHMVnkCWIAB65hkHttGCnDGYzJCgTYhZB47I5TxgDNGQuEkOsNWGguGFQhjHZWdTiy0U7gW2w1tNw2tWn6oR/27OwmAALTgmEiCA2QmBYf4joNcKyGXj84nEegABaABzkqVFDxltcGMIcgEMYLTWpEAyADZCSiyLhsztFmhXDx76lTgBQ/urbV3drPMVOollsVxMvYK3vHasYPuvtR6OIx+8KN3lmbmyvXqOCbjQalea81PX3r9/I/+4g9WeqZen547dXJxcT404tbV99781S+9/PKzr738bJz9bvugf/fuvZvXrv6/X/1av92ulqtLizNnzpyZOfNCo9Va7u339janEU1mX1KYJYNurxMN+5t33//+X301Bm926djC0aMLi/PLy8f9Qf/C6dk3P/VarH93d2v7SQnETzW9j0/qzz6ejoQ8a+QqFAQkBaOB3GvsY0/7+ydLQETOubwTyLLskG8HgNZYVqQO1zUP6frA7CwTZda2D3qiRccWz4w7+ykaubPe3tuX0zUC3zHWDVeKnpPexjh6+97Ky3ML1VYBkAlBBn6iPLxwGe7fRgmC0eZMJwCACSSWW3ND3uVMUiMCEROwoMjzvTR1QOAYwWKWCp0xo0EuOCg6awWiA3TokK1AB8gsNHPCwoWCrXA6KyBaZwGVdCKmTEmfNCADylxqnhmICdPUoURrEwHSSR+ZCtlYpFqSisNiX5VvFvz7lZm/vn7nw/ZW5hwBgmMmsohiEsgEgM4RE0KueJpj7QwT9ReAp2QP0LJmZqn8xGgLjCCNFJ5BcJmWCq0pCEyNEEjsMmtTxxRIpbWZn2+Nh9Gtu72g6J84cXrQHY594fuByUyrfmI0yDb2d25srF2/u7p06RKFRdDgBbJeLk5Xajx2F4rZzvbaze/fvj81X8jM9u3r7ajzuS/+5tTcrO+ppfnpmanalZdfiEZxe9Tb2d6+f/feux9e2//6N0yazczNnjh14vJzL04vzDvQNh7Wd7bWbl/d31jzRRx1d9pb8er63d3d7vRsqzJOYkhffPPTz1954+yp8/Ix3/OnjvjTn/+YVNvTPW4+o0QCQEJSgonQuZ/mkz65YZ86+nlOyEkGvufl5mLMLJD4kI7mHOem5/kYFhkZEdgQYnfQbVarKNJyUEj77f7mmhDCDcZhuWSzcQKGY3mqFuwmtKfj/+Vbf/frly4JFACslCd8haUKs2b2ckncxz3+IRwyGYgCOzjciJjQuhkyRt8kxBZQW/QcIzFgIEtGs1BoUVk3dOz5HloXaG2AjECyELJlDUajFEqDTYQX5G21ZYusKEGW1ll0lkxmKEgt+mRFmnmAgHosijuqdrsRdvzqj6sz66o0VGFMKlG++eC2c4ROGAFEll1+CQEwEEoLFgDIAVBuVD5JznljQ0hwOL2WAp+9eGlvZ2/s+SglWHTIjWgwa3RD4m5s1oq1yCnizIALMg3drpxudQfd+O5o3BvOTE+hkI2Zeq3SjFLdKJYHB91ub+QEmVFMaXqyOdutZIQeW+F0lKTu3KsvzLUW5p5RIgg66/e2b900QgUOzx17Q3jqR1/+V/2EwtrUifMXz1y6IFF8+NWvX/mNLy7OzDz33PMCsnGUrj/avHXz5tX33/vLr301BDq6eOTCs5deeOWll37xtzKTba6trt64ZiEpe1I4TJ3ttduxSR89uLq7dve9j1blT93WTxLCx+ucxwDW49/dYQwAMNp8UIJACI4JwD194ieTRQRrbT4AfTrMckNi3/fjOEZEl0+E2BmTeSQQAJgADh2/8yV9Zga7c3AwNd2oypnCmTO08pAHI0CK4mFxT6hCdf7cmbXhwDmrwIwp+Oc/fqdUKTBzIMgEPgAbAMMCUB++y0PFozxeJ8zox6hfHgFOOUdoDCJa7YRqoNvXqYojj/yMjUbJ4CyCJCLLhsEJtECakckhCWIgmWmUnmUfrUYqkDAAAZGZKNChyYxDz5LrVWZ2QG77lQel6oPC9H2vuutLRnLOAI7fOQAAIABJREFU5eBKwWVZrnOhE2SLCDThMWJ+YxhwSCYHLR0AHmYAgMMy9TC1IpJj94XPvPHmi5fS/nil002yLQTYi23d4sDqgGQtjY5hGmn7XnFaAksdS7Yg0KUm1vab3/1+dbreKteajdmtBw9ltQSWMfCnFhfWrt9KkyGQi1PbLJTjQX+c9bxyeP7s0Utnnx31285k7mBQDKvP/cKvHGxu7m+vdbpxYf+gHLDLDtbur7374Lr4M3PqyNLerTtv/+Qb/9k/+sdhoyq8chjiMxdPX37m4u/85m/3R+OHqysffPDhu9evfvWbf+07XD6yfOG555affbk5NQPEw+6uG3Xn+50s7kad7nAcL0wXPz4F+nge+Nmi5e+vixCtdcyMBES5L/VEgfrj0QW5dMrTbffjcBJIE205BiLB6Ji1cx4hGbZIh0gE5dJz7BiTNO13+rVZFkrOP/es9/ChRbG5tTVIeml2jYm3ilUOiwXk1+ab391us3ZWwrQqsC/rWq56yjdg2TrgiUxXvtLzGMXL800uDewmSz++Y8egWDAwMQ4ZWkE4Hg0NkUFR1DZwKbMLkDJwIMhpmTADOI84Y/KAkTwAJpJOSD+Nx+D2nehY3Y+zFaPbGewb1ovLdOLsenm2A3AgAxIgMw2+RGuBtTAOiEBJDWSZPBJZPAJAjU46dJP/wkTnlJjyMvVwxX/yh2EEBxwGYRgG2ugstcqjpdmptdWNlUdbXugTeQ6hjBgBtJpVT0pvusHWgRT7bRMyk+Dm8hklg16yIchpxm4/atVqWWLb/U7a3hPSyxwUg4IRzEKykKVmJfBld2cDUs7S5NTy52xim605a108HvX29+LuuBgWi6cuzHT7u+tUlGJKnZ5be6iasyiFZeNON3ud7g/e+qPy0XOb2wdHjx6/8MzlaqsO5OqVQo3hP/y934rHX+r2exsba3fv3Hvn2vW3vv4NBDc71TpxfPnMubOzp18shd7e9jqur58m/2MZ4Gdj4PGt/3g6/tSpnexw5ZeOA5BEUqAxT7bj3USN8fE0cwKEPbYf5kkF5RiclDJLM0CwziIiABuTSOnlOPChBUGuVUIIoK0ZZwloU5B+o9VsmZE/vbz56C+NNZjYgzt3GifOHJCISa50R79wfP5vVzeF8orsisLzE012sqYGDJaBERy7vO4BZ51AoTULBblcwOTccMLgMiuJmR2jC4UaGi1cFihMrBPo0HJKLFA5YF8qyVkVkABiJNQ4MGY70VuOHqR2NRvvatvPsrHlhE3KGDEYIEJXaC6I6gyCTFkjmkKaaPCFTTwLI5Im31GzGbpMU6FCRjtngBHI5aMsx0xMSHzYVmG+1kPsnHVIhOz74aXnXq4USjPzrdnW1L27D4FcPM6iJGXySq1WLShJqRhy8q4zGnVso8w41BfYoGX2pQPMQBTDYjIeVcr1KO6Hyk/7vcyYzFhjIudEEqeZMU5gIQhOHz/+0dUPRGaUc8juK3/4x3d+8u7p5ZPPnzx25Mg8CPuovUYEClEKqtVrcZLacaTRj7Z2ELVJYwwCBcJFo+Htd7p73e9941u7Ue9Tzz0zf/zCqVrz+3/39c/++pfOvfFZFahWvf7sxeec0/3BaH1768a1G+9/cP3ffPXrNouPz02/9Nrrn/jUm6989lfkT3WoP3vHP9USwONTy/nSTP4h5AeUGfPZKB/e90+VSYfPzAPATXLxk0pKECGSMSZfFpuoLDprdMqT4uTxHGnymkfn5vfbnf1xj+IIQEQjzUEfCMCwznTG48HK7YXg/E5QfdDpKeuaFJ6Zm3nvoF2pFbOwonXKnlGEKQCwIxY5J5sNgDCYOkcIlHO2GbRjAMyTBJJjQAOeA2uTkoVEZ0MNCVCQRWCyWIuOHqbo7ybZdjRe0bDBuJPhRpYNwRChUJIQhRRSSFEtlIqliqCCr4qF0n63t7KyktWbZRDWxKT8QubGpJwQno0cBGUdjSjImIpSkrEk/V5/AJPt7QlhPS9ZD9ctAJCYJiMtZotEUsrf/t3fE1Zsbm1uPVy10QDTWDve6qReQc7Nz5TrtXG7z0qniTPWZIa11kKKNE6I0C8VQYh6QKuDtq9c7HQmeX5prtNR88ePk3ZRFjvGTFupAucgzTIZeKhEv30ADhwGiRlbZ8hX716/860Pb1bKhdli+InnL/3i514jizqLkyhWHHJspChOL9XiaMjODkeRc24cxZlfFSAWp9UXPvfZyBd2FK3u7l29dy1V4//7//mnn9veuvzam42paaWUsaIGND3VfO35y/wPII6yOyvrH374wTtvf/+P/vTfCBPJ/7/a5qcfH6+IHmMHh0wdBJQkEN1E4Rw+HlqQ30SH34qHDDc6rG4Eep6XpikzHJprTFgVh/6UmNcpgECAnX6fPDnY3J46m/V9Wrt3/5xjl2cbJJKYRkO1vbl4LHjk5I1RUvTwtIkKEKJx2F7xnWAUxjKjgFxRGxDAAiAxOiHAWnAO8mGKAHD5qIgDhEKWSbZGYMYUE3sa0vt3cP1hNB79o/agY20/010XR+AQwfeDSqlUnC5OSToVlpBBCOlLBQhKkbbsgAlQElvrjszODkfDcRh2LBekYGNGKlQIhMw2RJ30J6xCTlEY4ftOK2c028nk9vBSYWYikcM0QRDML843mw0FsL+/92hzY352fqE1/9Zf/sX+oCMZbtxOiqVSuVqeqzX7vU4QSlUoj+O01+0369NJmiGS8lSpXOyzjZPIc4qSbLs/rAUqiTSBDsLi0tzSG5cvlH0GgpK/3Bnore2dOE2ZObPGaRSB7LYPiKTjDKVEa43V5IfPnT9ThHi/m/3l2x+Wa41PnDkSFASTYolaqthlvnVBGKAQpVpNpwkbt7uzkxmTWe/BvYeJtVXlH5+bysoVOzcIZ6a7O5t/+4f/vHb8/PbBYHZh7tzZs0eOHXeS4oPuvVs3L7/5+qWTy7/+pV/e73Tv37kp4d/t8fcMdg4pck++xIerXE+N7g/DBg93gPEQAGZgwYeRkz9fKaW1zrVKORfDmvDznwDRghQKxURzi0fWNh4aM0w/fOfYqendJL398AEethlSSYHy/trKKRYXL5y+nqbKC68fdDMvs2ly/MGdFQ+kFZCNCZEIGdFZRoEs2IFCYFDkGMA6MAYUAQMBWoTMaOlSnSXgMGAYM5G2+sE95zEy/SA1DLbaqC1NNcOw1CyWkGStXEgyE2vrMhOZGJkFgQVXKJUGg5GOE99TiXbWWgn6yOLiHbZSW2mNYBYMUooI2VgAy06JKtKA0bMuAwjRDNPkqZZt8rcgEgCADMVS6eUrr9RCvyylr4RdmNtZXLAqWLt3/8Hqg7FJwDGDFd2ut6MGM93lY0dD8jY2dqbnZnBnJxoNjI4R+fTp03du3fZ9v+SRHQ40svSlNq4QKAtBP8ru3b5z/45Tnh9InwSSEo6Z2Y6jCBHAgclSZ1PLgGgRgK32PYUeLlZLrrjQzfbmq+pvP3p4e3t0embac8OlmdbisdnQeiaOHVrM20RVYAHzyyfi8diTcjzslwH0OOm0u5ur65VG2Hl40GwGzRri3l0ZiR/83Y1//Wd/Ol1vPvvMM+eOHfvml7+ys7vzC7/17xe0mmnaqdc++e8aAD8VDPj42p+cbuDJUhkjguWnIIWnsCxmIDpkQDDS4cEnIIeOmRHYU17ikkkAwJPCLK/DhZS+V/T8kgUKZOAhgXQiG+ptG4aFOEkoxzkR2fHUzPRomNxde3gW3fPPnL9tsl4m0qTXMHTn1kd8/rK1zhdOgUNCBwRshXXOEQsmYQVKbYGRgRAMCAeWWGZUOHqEr173ZSESsbQZEERujEpIBgdQnW6cWD7y7JmLd2/eBkHdwdAx98dDJQRIstrm0u9ChlGa6GFEzoW+J4miVBcLAVmXZhljoBRpJ2KSFrhoYkFlJwBcrtbKxFqnDoXUUplsnMu45Dueh/cRAkC5Vv3kJ14PnbVJ4grh1n5PAxXK5VKpdu/u3WKlPD5IiNkJCQ7DSuHZ559Zv7XS3ts/cvxst9uv1crRwS6xNexGu1vSZmjBAWeQlosliFIHdphmljnLsrsPH1i2bKynCozO86hWrRNJqZQDx1aDM5nJEgsZc2osogAHs+VKoV5ZbJ2cmT72cGvzoNNe29z4yfvvHJufgh+Ol47Nfum1KwpRKQFaM2UZMzOBdZiakUusZWN1lurU2XJQHHYyWVSY6SjL2EHD41+6cjbKOM6S/cHWD797zauZr731R6BH51/9RKMxHZZIPo3yPvV4TI/56a8+3RAfctqQnTXMXk6LRnIf99TLv98h5E3wk5/Elh+zjDinm7GSItNkrZ3M5wAm7Iy8qzbWkBbSOBC+9Iy1xNxpd+IsiU3KhI361M7OjpISESvlqlIbqXbXV1Yuor144ZmVzDjCwcotefmKiIaGEFkWJbFzmpkAW8Nup9zKWDtLlhxPfBgEWHBo0AJM172CZ4btbH8bHaTOFZ1KU2ORkZQF99y5SycWFt575wNDzGyl9JUnAEAqUQqLu51e4Cm2RhGgzTIUBlygfAL2JQaSDIKOHLAu2mQgA6Ut+jLjwOdRiiFKVgYTwbl8NkgRWyeSCBks56NnRsTca7BUKr14+XmXxAObSRKdnQOvWK6oQqvoTy/OrNy7fez48dAvrG2ugMFys/ilz3y6vbO332mX65WdvY3Z6SMpADBLAcLRXrejCaJx5CtfoSdZp4AosByE/fHQmGx6qvVwfZ0BYtPJlScTrUuFkhRCCAkookiS0c4A5nqCEjNmIB51O6O735n3/cW5ef9Tn/7Gv/1m6cS8P+5BBfZ2Nt7bXFlu1PQoKvkFQVIoT0vyfMVF4RWrJhoLcDPNelAKR91euTFVr1UO9vbQZPHB3v1H6/du3Z5qVXW3v3DqdP30STJZlg0ePnj3T3/wfSOlqs3Jxzf6x+ee+eE+TKsfm4c+niPDhDKZ16QTDAnocI8+H4XCRHtn8h157BhjpJQAjlDky8h5IFlmQCcFuZx5z0A42aWBibI0WmuNSUiFaZYpBIOcGJv1+6k2QtLczPT+/h4DCBKelNVKef/gAAFuraw5wEsvPvd2ItN+RwvPARCoTJmm7w2dMwhIEKPUlNtSIU+UogFcvmrCAFhkd+7dH15dX2FnPJIeAUESpXrp6LK1LvAkOPvhnZtGcaCCwPPiJHHsigU/y8zAxZ4vdZqBc51e37I1xparNV8pn0S1iaUgWFld9z1FaQqeQCBwFhyhw74sCbYM0ggnmByzkSEyeAA07I8eG6rlgD4zAJ47e14CDQc95clRmqigWC9XHq4+POiLV1556W8SM0wSP/BK5XLcH7/xxisfvffRzdVVDW5pfv76zVteUJ6uVMc6my9VRnHkkAWh86Q1xjF3+8yWh2lkoyRKYlUuV1Vxql7b63ZJKnZGIbE1w+FACBV4vvSk0R5ok2rDuV4Og2REdt1Od0NTYTg6GY3moujR1oOjZ2YSZ4TG0PeiJJpefsEam2WadVKo10ymfc9TSjg25UZFSk8gIlKzHpbq1TRJms15x7pan6osLUfDXlgqd7Y2dtd3t/a70aBf9JXIkkqQCC/o2sETLtBPcRZ+tug//PxEBp2IHisF4aFUIiJIKbRznNtFHu6OTX4IAxI5tm5SrhJOdDrxkFoH1tm82cyNxviwvuLcuAjBWp2l4CMdDHqJZkYHiM5CEKpGpTFdrx5fPvpwdT2z1lkoFYu7+wfsnCO8s7JW99TnXr383SFam6XCM5QRUyioa9gpJxj7xRJOzEkOAxyBDQt0AqlMdtDpbIQlvbdJjoUnFOdAMAvkcrHs+b52GoF9obIsMSa1xoWBD9oKKbTRNkvL1erMzFRrqmFtNuz0ycnhKB6apFIrnzp9cmdvb9TvIXJsleCMQaBzPmUlUlGkY6UUKs1Ck/PQOgupINQZszsMgMm/tXq9XCwN+0MSEMeplEG1XOl22q1mdXlh8Q//9M+9gmgUgzsPHxxdPLbiHtQh+MbahiNWQt7Z3opMlqWJiansySyz4EgB9pJEInX6vTRORllMSsbjZJhEtUajmJow8JcW5tI4GSdaiMChNdYwQGayRCdeJtnpaqEwjEaCwQGQxVii0Vm3e/Bot5/J4Jr0jsVR343BmUBh4jhKsr3t7SRLEXD+xDFjGXXmhYQWYusKwiPPK3sBSkSRizJgUSlkNA5ZqUapWq5UozhbPHdx8eiZTu+gvb//6P5dKlbOLSz3suh4qfHxHuDvoYDiU2y5w8rlCR8On3RdiJ6Sjg1ax2wPrQAmx/fxczj37gMmnFDfno4uIQQhIRpCESfp5E25fPbJIh+/O2sdpEnUBaSgouN+pRh85jOflcoDHQvHi5efVR5Vi0V0VCiUlPKyLGVmy/zD23edcJ9/+ZUPUtlxOLIq9DIlIUsRnWUhkMRhQE9ULwAAiJy1HlGVddLudpIh69gQoggcSWlSyGJBEgCCwKs2qiv3HwZKqcC3AMrDsFgqFf1KEGTGGmuVUPEwXe9tbu3sBT7F8ahQLCDQkWMLAG6m2RiOhmR1qgIrvSJbtCaRAWtLgaccuSwB4cCwFcKRCMhlaYr5lCr/kxACwMz0zGA4tDpF48BBtVkrBuEPfvDtT3ziVQusrT174cLGRvvFc/WxSYjcBx9+xAo8CEZZ3AwKPdf2PM9IgTbZPug5o6Nx3OsPYqfDIBhECUriNNPazRxd8oF85b3y6ov9difKsoerK87pHKxEQoEAziSJsdY0atX2o55UwgH4pKRVw0HHikLNI6RoEPU7RBoyz1kiYa3L2ESxBqdCyTge1soVvz7lMkOBKmWZFygEYaxRUhrHQuWEASAiQR4AsgPpe0HJWec4cAut+pHT55955vmhhJDF29/8ql/yRBAUPn7anwC0jz9+ito5iYIJknUIiwEzEQSSgJ1j1sYdrtQD5NZKj+MA8zPtpJT5BCn/UTk7CBEJga1DQjvxqs6n2fkrTvQMAYCEIIbZqWYpVMeXFhcXFp1jm2kG66Fbnp5dnG9ud/vGcZKmSRIjIiIxib12rwJmeX5a+IEUrFnKYtjOWEvJjxkQdLiKgBPcQYFhMsOxBpsWex042DJWeJ7yz55ha+zmRgPRAjQa1ZPHj6+trni+X6pUGrWKFGgyY1J9MOgf7Pcibf1iTVtDniRFzBadq1TKaZbtbu90D9pZllnHB7KYBWFgtEFOmRAwdiiBDSCQYLYOIHAOQAQA8YNbNOw+fW2FYdhsTDE7z1daayFkqVYf9XuqqE4uHknG4712W6A6NledrSqJWCoV7j1cq9dqR2Zmtnfb1YKfGXvi2LIPbm1jc3NnZ7NzwAy9dDxOsv54LIR86cIzi4vz251OIPzjRxZLUi+F4ZF6QzDv93qRNooFHdqOoxCShHPOU0pbi0DKYWJTZ21q3Fy9utE58H0vDH0FNNajkwtzcaa1A3SmNrdYmj59796jOzdvRdGw4Ilys8JAJL3e7oElKzwlUTp2hIIYhCDOdTxIADMwCkECFBAAg3M6MSlEESEcO3uuVm8+HQBPMK+Pp4GnIeGP8domUYEIAII48HJ2MWaGJ+uM+X0/mfccykvg5HspR79y8gRg3r1BvmGDhISZNgBPLcUcxlueOhzbFy6cbVZKvcE48AIhkMhHBGPYOrY2a/fizDhE6va6xEDgkNkCRKkOMh1W60ebBQ0uIr9jmKViRhD5+6TD4S0CAjhLToA1yABhOX73BxxpC0aFJXf8pI+UrD9sKOXY1Wq1mx9dU0pJz1s+tvzKC5f3d7e2d/ajLEvHiSP/53/pl/Y3Hs62mr4QxaAQFgNn3XAw8Hw/ipMPb95c3doJwqAfVGO/aEAorUl4go0FRHTkbIaiofzE6pK1Y0lIxHc/4mScWyDmv6dyuRIEATuXJAkD+kGhWq2Ne92l2elaszUeDPd7B6+/8lyNfLS21aj3ur2Vzf3pqdZ+Zz/V2iGcPnm8Viqz1fcfbfbj8dFjS8PR+I0rV9jxYDCu1KobW49mqzWJYn2/c+WFZ79QDF7SYzTdxqnjt1d3tnYPMqdBCgQBDCZX3CaZJCmSjJMRClmrVpM0GSXp4kLj4foOyKCP0gAPO73GVEWic4AarI315eefe/3nPrdw7uJqO/vGN9/ZerArevsy7tbmZ1kpiRKlAESHzjmHANZaSfLx4AQFcr7nA4TC97wgKBSF8gQGIIUIggJ+/EzDzzyeVEE0aY4BYIIMTRYJgRADJRCZgbTNvRYBEaQQeTN9WKI+YZhKJQiQcLKh8XimNHnblIttucMZaN5yuENw2TnC9bX14ShuD3WrVi4GoReowaAfjdIojsDCIHPaaKHkcDg0ZrL5pITwpdAuK6fprqGZVu0ggy7KYDTiMHSTQ3+YagghZyJZjSCckmQtlGv20X2FglWFT54WaSr3t1t+wNZVqvXReGStVYKmGvWiEqlObj5YRSIH8Lv/0e/tP3yojXXWKimPHz/RaccacpTNhKVwp9tLErMwPdVVZRLkEAxxgp4W6DlLgEYQMXvAcZqkRBKJCfnGTyjLDaYm04lisUxAWmutUynk7PwCWxON+tVqJRDhcDwMA5rzi7JY8L3COz/6QEvhN1rRYLixs3fy1PLPvflGs1QZpwkAbe3uFv3w/NEj41H84c0bn3zhyiiK9/YOkjh7uL1zMBiVi4V6rfrD63ffWtv90cCI5vEXPvGZhZnp5y6cHo1Gg2hMQGzB5Uw8IgJ5ZGH+yNHFK5dP/s7PX8midO+gk6WQsnn+8iXPC/bbXemJqVIJjTUGd3rRn/z5n335j/+o82jj5UsXP/v5N4tHln600v7mj26vXL0Tba6XC+HG9Wv9/fVaoymUsiikVAD59oa1nNdiAI5zn2tCdpSXMpakFGFYnJCNn65/4KkNrifDeD7E2vkpKPfxLB98T0hkB5gZm9PKKL/UDx2T8jDAyfowSCkkHS7EMAMzEuWpQhASCSTKsoxQAKIQiAhET17YORDKH6cpCS+Ks5lqsLHf3tta7/XaW1uP4mjsBaXUOAAejUdpmiBIJGK2Uqp6sdiLehWL5UZjm0UPQI1jW64wQO6mk+NzMFkWIQBkdGCMss4rV7DR4pX7WCnS0qLnEHY2Wp6fmrRQLEZxLAUJwu2tzUdra7HOesPIU8HU1GzFD6dmW2Eola8O9ts7O/vd9r7IXDEsO8zrGjxod6drtXHgm6AIhMpaIpGDuszcgmzEoK2zzCFb6wBSbW69z6wnlxQDAgRBQIhaZ0ikPDEzMxP1h5azcqWsY3P19rULR49ZkKNxZDR9+6MPnn35xRdffQOi7Oqtq8sLC5JdmhlASLPooNfRFm/eubff77Fz99dXK61awVNS4cxUk9lONRqZ0bJcmF2ce/mFSxeXZi8tzn/ixMkXl46HIL53/QZArkNJQgjrTCEsFEphQRaKQaFaKr18/iTrpNsbPn/lpf/2v/5vfus3f+fMqVPvfOdtIOkEnv7E67/xH/yDM+cuFgrVq7ev/8WX//xbX//auNe9eGL+U5/+VHX57HrMH3xw797KpmVh42RqbtoLQ52lWZYIIRGcUl5uny0Q2DEKYgZiJCQmIEb5pI19fNM/oStMvAAeK+hPCv6c3saHIukIRAJzRRFiAaAk5qUeMxiTq8EhsyOEPLKkyOlAKATlSDBKROAcCsgtAxjY86T0PDBs0SK4Ca330N0LgZ3RSGRN3InUxvZugjwaReWCKpeDUingPIhzoBeY0IEDEiJKYsSmItlt74QPC4MjFwRCWikDAIFiNOCIKFc4YgRix+QYGKS1lGmnfNWciRR6QUEBOACLFhEYHBEVgpBtJggTdLfWNzLjFuYWdJY26/Vb969fdKcKlSqz2N3d94R0SVqcaqTWFLwgAZxptfqjODXpVClYYwAU2joWpmKsT9x3YgCyKmicGjTGSOkclu2ob22u3vg4zUbRmNkSCOvca6+8MDU996O1je299cUjC1EUCyVYCOPg6uraufMvXLhwNgxq7bWN7/74O2fPniiHfqqtR2AQnOHLZ8//5NotzVb4YnZqZn52+tPPXLaCa5XifLMZRXZ7NDjRah6bW1AaRsPx7oPV1bV3trv7QSGMo0iCQOLchY2Ij584duH8cphAuz+K42GleIRQPH96uT1OC6T/xf/6P549/8zxqelXFqbbHL3xG7/x2Z//NWHs+TOnP/vmJ9e3tm9cvfb+u+9+5+0f/9XX/rIxNffsydNvfupTn/ntXx1ldmV17Qe37vzk1jdPHm09e+7o9JnTJk3jdnt3a7PcaoS1CjpAMGAsIhuQkoAsO2Lh+4XDi595glbx4YWf18CE+eYQ5eNKgiebAI+paYgMvkeSJnMfO+mDGSeMlENiFoAQIrcPAzaeEEoKhyCZADF3Kc01OQUiMQgHicl8IiLFh3QvAH78JycigWCMGyXZ3sFeWclK0Q88r1IqOlZRZgF4HI2jKMpzERJpa4211VKJENoHBwWTdZvThApJWXTAHkKKLJ+QWpEZHKMEnYRRzDLw0TFCsTGLfkgAxfFBRbNl5/shAhidWOsS63Sq4yQrlktKeYH0JNAwSqNxfO/+A2YmxNb8TOLM2sZ6ZjNF6EtVKvnRODV+8cAvKzDs2BdYiCPrKEZ2RDIdqxRYoLBa6dg+uud2dx09HhYDEllr81U751y9VGzv7o+icRQNl+YXH21uNGpVa12v3+di7dL5Zx49vFWbnu3ubteq/uUTJ4ZRXCwU/GJxdmpx2OszuFK5GBaCz37qkwqgVghPBqUXT5/xNfLBEA/6R2utlTv3+g9Wrt79aLO3uxX3/PmZ5tzi9Oxc0S/+zfvvAoIU0pNiZmnmD/6H/+rN86ej7mhpsS4C0d5qc9kXvpgrl32y5y6cHbc34+7m1tp2QRFbunDpuUa1GRRCqbzZRuvi+bOvvv7axedfmJo5Hlu6t3bvrX/71ltf/vLG/dvPnjn5yTcTnG0xAAAgAElEQVRfP/7M+fv78d98/9rt966ZzkGlHIzG41EyrpRLLCwIzzkHiEKAcCbTRkofa7UWITG4w62gSQjkBEyEvDS3nGcyeExjdvAEfAFmIHC1ogwlMECs7SC2mYVD71SCvAxy7hAtACJw4IqFgi9Qeh4xTwgUjh07x85Y1sYg4mAckQMngV0OBaC1llC4Qy3ewC8am3hhHdhMlYNWSXlSzNQqbas6Y+vY7u7t7O/tSCGZ2eYsbiGOtJq1QpiAcdr1j5wcnH7WFGqGRVVwREwkrMTMGkZCQpHEbBGyuDpOklpd6hT9UGVDp11oeG7jpjeOrXXVaj3JkjSOrDa+7+93uwftbr1SbrWmpc+tWkuQSmPd7XelEILE7OLivTt3mq2G78CQQ6cZcXN3u+tX4/ll7YlGlnQ5MOBQSC8bZnHmBn2MezweY7+fpbE2KeUey0hwSLbN61IlJTO/+upL7b22r7wjy4smylY315dmplNtsiwtN+eKaVw+ctSO+nE0LlVKu5u7oyydm50Z9HrkF6NRX/p06vjxxdqUtHapOTscDO7fvOZbTtiSpFKt+mjYK9Ub8zNzjXLdE6ruB9wd7e5vbe5s9HvZv/rw7UK5Evqh8vD1F86UVO3sbNhqFPvdJKhVu4PBYrPgy1JW8vfaB3Ot2YcfXL1958Fsq7g3Fvf22phmL7340uVPvPnssxenjh1JjLOZE8Z++ytfOfGZz6zdvXfj+q1bt2/evXW9vbvbLBWuvPrKG5//zPKpczF4t+8+ONjarAg4ujR19MhUs16VnmDG3n5nd7+3fHaZ2BEJOdmTmIw8DmsfBJgYVeRfonwgeGgch3i4Ljgx5SZEEJZREDoGRIeP+QsATLniAAEIwhzTdb6SEkkSTVULIEBnMNZpEqcOUZAohl6xVCgUw1IYDOPk/Wt3PWNT53LzbZp4zU8ygDYZkmObFQsFI7z9wWip2ZBCQO6+QUiEwDDxA0dARALc6fYKnscEml32wfv+KMIX39CFUmINsasg91iAc0DI+Y6hABIUZvEIqkIIdhaZM0Ehs02NUj5ApnVijM6MFUIkWVQsFFKLYaW0uHwiHuyycVaYOI0dc5RmR48euX33VqtSo/7ICnQmRRmEtWqrObO/3zM69hMeDwYmSTka2nRg45iyzEPXj4fsiJE8RAIB6J4CaZ5QzJ1z1rl6qbL6YMVVyqHvb27tp2maJtk4SVKjB2sPqvVqUfNBp92oVzq7+514VCuXK6ViNfCOzC1VlCqSDAmjOOn0hh+sbfbGI7S6IlWPzZnl837gHzt9NjBOj+LOnQd3d3cGo9HOsL83GIblAhrQWZqMotGg/1/+x798ttnYyFxYCUvV1sZ4u9KauXD2ZLOgQBY9v7icRjqLqpXakWfO3fro7urOvUvPnDg46O7t3fs///fvS1l65cWXPvXJ1y++/HJ/e/jWn/zx//zrvzL1/HNnz5zudt989Gjj5q2bN65ff+fa7e/+8IetWv3s+fMvvXrlc2++PmJzsNP+xo8ecjxenq6ePjEd1qqVubozBsCM26OnqBBP7n+cTEByFt8TOhAesk3yc0QMIAiIhAMWKD3J1RCkkBn4npdGGeb3PhJIKRHIaM1gjbWZNsakIIM0SY/O1kqVIhOXKsW5en12Ya5WCVvVSkGRJBZBmUj+T3/wr7/97XfZERA7x0TEbCehSmCdFig8ITKdKSm2D7q1oDA3XRUarDUSBeVE4Ry6zsFl57RzK539mWLVoEtZw/0btL9XeP5z0fETzInq7qa1WRCCgIAd6Uw6QJcSukLGVhGBclYEWcxSZmyBwRpjhDi6uLiyuhqnem5+aWq6vjjbFDat1lqddunB6m4SacdGO0NS7ewfeIUgGo9KxGzBAwAplSeb/vQzvv/urQ9G3T47Tc6xY0ThiHW+fuSUZMPkgD2BzoBBEsBPmCzOMSKCtUg0Ho3iJJk7uugLL0rjQX+Y1OtRHFvjKtP1dnc4Xe/41UqWmJX1Dc+Tv/+f/n5tzMNu+2B7pz3cXo2jOE0GaVIUXuS0keL88vLOw83zzz/XGuuD1c3V4Xh90LuztT7WaT9JhtawExrN545c9GLMjJZkLLmtvpqbbWZRT4jq9tAN+pR+sHUPEmK7fGKRQNYb9c54ezSK7nywdkDZ5/+9z05RvF8plAP8zMsvf+Xb3/2Tr/3Fn7711om5qeOVcmajf/FP/rt/+N//k3pYC8JwbnruuUuXBoPhnQf3r334wZ0bt9+9dus7b3+v7AWXnr30hS/+2pd+4efGzty+e//PvnvNT9MXLpxsnIdKa9omiXw8/cmJ+ZPJN0JugAiTMDjMEfQUQEYohZDEvqcYwRrTCnG+goJtxIAY7A+Nsc5aFgKEYCIuFQslP/BC31OyWi3PNMqBH7x45mitUSTwCFGBC4u+0TZOEusYQILmzAx+/4tvvvf+9WgUW4u5rbWQgh3nMluEZIxO0xSIBBnB4u7m1smlOUUgpFBK5mrvQkhjtZLKGJN3i8k4fRQdVMOiAUsW7N5O8/t/Kj+cthdflW4ow5oLAksI1jlJnLnSOIZ4bEpJWRsXBFqSZxARJJCU0hchO5RCKkL05KjbzQYDN4jRZUW5U603G63mg5VHDJCkSaVa6PZ6lSCMM4NsAyGNEnMLSxvb68USBWzePH/y7979yDlBCCRDXzghA6lof2cL0VoQ4Cyjk0qAEeCIgelxNnc5VOLYue3eQVAunjx2fNwfdQb9/nAYG93utEmJuq4ca9XuPLj50uUXV/fX1g8O5hdm9t5+78Pt7b5JlOcloKUqsBKzUwvN1hRJjOPkSHN+ZWcXD0Z/9uPvFWqVv/noowy5EoSB71fqtQv1Vq0U1D3P80TYqPHN9y2wNfob3/vOZ3/pF89Ozb/77reWC9haLH107db66mY3zk7tPSxI/+13P/rlz18xcTS1VF6uza3duRbMNJfKwUHqHqxtnlo68fkrr44GO/ubvSTVcSKpt/beW2/NLC4fuXgmaFSiZByE4ezM1CevvPpoe+fu7dsP7608XFl599b1v/7Wf1EvBK++9smf/8IXf/tXv2DJ+/F7H/3gy+/VVXZueQmnpmYORQ1zdnI+Z3SHKYEmS16IRJN+eKIj4BwzOLa5mKynxHy1eKRlpys+e2HEYTf1Qt+TnlcrlnxPhp5SUnjKA7ZWa3YcSI88WZFidqY0HPR1aqyQjUbDLwRGawAOfA8BHCCC+5d/8Tdfees72oIjR05YdGJymRMiIVghFKOoVEr9Ts+xPr98an6uvtZJ0HF31N1+9KhSqw96XUDBYJEP2T4AzJzD0qHvIbhRnAWkXLHkmi1cPObqUy4MGFE5K5xutTum3sz8YiJkCEzJKInipY0HyjIpCj2/O+gKxMALrHO7e/ulUhlROGdCPwh8XxAacKl2hWLxYH/PUwEQmygtCTx66mQCrj41M4ty3Ons2Gjn4GC/3fF9X5JUHir00kyvbazvt9s5p4QAhfCsscwGhQRmhxPrVpw4W/Grr74Yel6rPt1r76+urx30u2EQeIIyo4XwimGxXPDPnz3/4bVrrOiNF144Ok534i4QmZQZHIWFarN++tzZI/OLZjDOCB+tbXx47/ZMUB61dxbKtT97770jjamSUou1mjHZ0UrL+CIeDbrxOHbyn33vO1LKNI0E4fETJ//Z//FPz507v9fe7+xsDrcedR+t7vU3ykFp+ejiytpGuVHubLcFQaffyWRwfnFuYa55b31vI8oWZhrTBdnZObh/70E8jJvl8MSV15pTCx/84CcPN/aee/7l569cXr7wghOoM5NmmYmSUTTaO+iuPFy9defO7RvXNh6tYjpqtmZeuPz8S69dOXXumbFzKw/WcKY5g5M1dgTBBAQ2l0ly+QrCZF2FHRhrjc4sA5HyRKHgF4uFRqPaajTq9WqtVFpu+M+f0fWQnKx0Iv/uI50mYJ2TiNZZ50ymNZFg56yxzhoAVERA7th0XZKOsoxJllBW6hVGZAEMrKM4LJSZ7UFq/uE//r9G3YF2GlmwBZITJS4hiNlIIS1Do1w5GPQFc7M1c3px9iBxyNwddjbX18JCMU1jZnpMmMyrurxx9D3P8+RgMEIhSRBYdlY7EkIF6AnP95gRK1XqDUihQ6kZFLLN0tTiuflmUKiYJKlUaoNRz5MCEbM0bbe7O922yBVViDwpjywuKj9wIABJZ4lj1EYLEuDM8smzZ88uz4LyHt6TcbQtvBuZOYjGw2GPSJLJDDCy2tjfaO/vMyMIRyAZcfHowtb6hrMOAFEAMDID5bpDAGdPnnjlpRe3N/d2d7eSLN3rHIxG4+lWcxiNTywspVkKgbqwfOrq9RsLx09OV+rPCBiMuhG5yLqiFy4dOXr58uV6pWqdTcaRM5xoc/X2jUCb/v7e3ma3WJEeonY8dXThyOKx6emF8fbuT26/L/pR5Pn/29/+VViZzUZD7bRCPHrsxOsvXP71X/vVy6+/EmX60cqjB/c/HK48FG40XSvf2NzqD5OFo62wPH1sYb5ZqcrAt84JBqFChswaK8Dtb6xdff+GKdcuzM0OB6Ov/O03BVA7jc9MH/v8F79Yq/hLl16tNFuddne03337r77y/Bd/pX0wuH337o0PP3y0vt7v7em4Vw1LFy+99HNf+IIoFgooUEjCfBYJSAJBkBCCHbO1hCCECMKw2qovnTx66Zmzn379pc+9eeUzr738xssvvnD+/Pnjx47NzDRr5UpYmK+Ma0W2wA68bt/GsSGa0EGNs77nEYM1rKQwzhq2PggZ+GkcT9WK49EIMjMcDTyB7DRaoxC9QKLDLBlUlByb9IMbq4joY76tawEcibyBAURGIqVElmpHFHoFPywCETtnrO0PeoHnWWeQnriD5SyOnLahtdZZhiicY0LIN5wBidlyZk0SS6kW/5P/nNfudR5tmHGE8UinkcvSEwtLpXLFR+WsJSED37dWW2uNs+VKeRiNrDUWnXXWOkMCfeUJEmwdW2PZGeMscKlWqwZqulI5H2WFRr3tl95rd4rlUkmacrEwiEZxmjH9f1S9V4xtWX7et/4r7HhyrFM5h5tj374dprtnmhw2hxRlE7QlgjZAgTANCIZsCX6wYQEGbNjwowEZAgTINkGRI6onz2iGM5zA6TDTffve7r451K2cTz777LySH07dJl2P9VQ4tfdZ//X/vu/3YSV5KtLh0MNYKwCk9OrS4u9/7Z3jg4OB56svIsGnizKkNWIGq+ULvV7/4Oiw5w3qjfFOpxPGMSW0WisjrRrVMSlVu90q1celQHWtuEwiIZVEhWrp2tmz82fOBQOPxzEAbne7hWIhDpIkFT94771nKnjzynV3avzLN9+qu1VDkcP1rZ7Xh4SzMDGmxwLAAR8IYCqJJJZ+HB61+9/93jd+/P0f6Visnl26cOml2YsvEbe8cdieW1m48ur1c6tXGmP1Qr5IjSwzXAY2NhypcNzt9w/bB5/f7XS7Tw5a85WSd7QZhN1yY2JlqvDOl17utHd2955WKvlH738w8Ib1+tjg6cF/+Mt/d/XLr02MjZ9bWrz6ystn1s7VGlO5Qj3h9O76w2/+h78k+WwBNKhRgTtB1KSOa1bLuYmpsbW1pauXzt24dvGVG5deu37h9asXrq0uLk1PVIt5h1KMUJImcZJwzrVW1KAEYKaS5LIKE8yl1RtCnNIRbgQQYMAEMOd85ALSSDNMpFaAgBBcrRZD3+dhlKSJEqltmNikGiEtudRIAPaGYd7EHz3cTBIpsRqpbqfWZY2+EIgd04o5xxhM0806NmZESaW0HPR7hBIpJaOEf8GteGHqZowRQhhlSAst9QtcLFKKIy2QkqAR1tjseenJXhxFGiGgAEpPjE+M1xpxnABoZlClkGUZWitASAolpSi4WW841FLhUTpi1ANLKMEYQKeCj7IjhUKhlLd8ZT0PfIuyx61Ovl7zOltKcRtj0zJ7QYg10VilkfB8HyMNp4W7olEsTo7XHq9vqC/SpwiNtD/AMD83p7jw/OHxSdMLAm/gIYQJJlrpqXrVwCTVymCGF3jViWmK0IprDqIQOQZCZKxevXTpkl0oGqattAQEOhWQCEmx3/d+tn7vT197a6Hc4EEYtXvH7eOtgx2JdCaXSYOhF/iMmS1IL51ZrJfKR81ekipAHIgxN7XYi/2PPv71D775vdb2rm3bZ8+dXTp/FWMrGMSp7w+7Ay4SGQbdk87B/Y+H++tpGO1t7/3i9p1hEISQXp6fS3uhzFrPN1tu1taMHIa5S9OlYmW6c+yP5cjTzz743rvfvfv+TzzNg17r1Xd+mxkMaeE6xtnVtdUzKxMzUzMTC8XKGKEGKRTzE5NjK6tLVy6de/na5VeuXXn16uVr588uT01N1UrlrOMy08AUtAKEtFJISIIwOYX1KEooYyYGzONkuhJaZkowRpT5CYQpU1orNdJlkJRylJfhgmuEkEICKYYpJcQ1Wb5SRAZYhsEsozhWdVzbMAxKGDEoY7bBcK2U80T66PEO0hhrkOqL4A0QgiklGoFpGFIpBDRjUdOwCKVKayl4r98lmAIAITAyiIxcAxifPpkASCklkAIECCOGiNISYERtwaPbTtI8kFJpoh03m0ZRpVSen1tIVcowYCUNy0xTQQhRWgkpJFIZ1wEMhm31PQ9hCgBcSsG5lJISzAhESUIww1hnbCdjs4A5Ta5aURSnceq3ACOQ4CdBNpsZhKHGRAsZcj9rmY2p6SvzS3EctfsDk7KFublOf9DtD/SpynIKwHIce2lu7qR50u52/DA6FTuVGhFBJ8bqBBPQgBFwpdxChUi5YtsRD3mqTMe+uLRcmZoiQCRokaaO6xo5N/WDfr/b87w6Yv3+iQRCEO35Q8e0YsSLpp1KbkjdaXeLM2N+ypWJZycaa2cvfHL7DpI8TkJvGHMZ/8//x/8Wg/7k1gff+fa3954+6DZb88trCxcuGflcd+A/ffbkYGN30Nx0XXOnPThqnyScF7MuMZljOPvNgaYSTKNSK59dqNOEHTePDzphtzn42a2PDarMlA+HMSdaSc4SP+p1bWY3pmayxZxG2DBprVKanp1aO3OG/LM/+aOv/cZbr1y5dH55frJWLWczjsEoaC2kEFxrLZUUSmolKcUGxZRiiTRCGggYJjMNyiwTCBZS8VSN5VPHxRhhrWmU0qEPBJORNKMx4kJwLhDSSispJCaGRpoQypWabozNn1uxTANpVSzmC9mMaTKiNYAiWOsoFFGi03hmvPrt9+9hpLVGhGhCMcaIUcwo42kqlTKZOdaoDb3AMVk+l1ejkm4pu70OACmVCgipNJVKKTKK3GvNGNWnaWZwmMGlogBiFAA7TTUojBEaId41ZJnxh3/4RxPzc9lsNvEjKVKhdYqQTpVUcpTrR4Bsxi6dO1utVQbtLiCIgoBifGqx1jpJYsc2u90eoQyIyjiuQcBmEAMdDDyXalMnFqOR5oV8XkSRAbQ/9Bmlf7i8NJXJ6VienOwfd70EUK/fK+TLFy+e3z04iONYITQSYRDAwuwcCNFtd/v+kKsXSo/WSiuhlUySfC6vlCKUxFwUKuOQ8jHX6HV7oPXERGNlftHJlbjiKk0BIb83YEDiIOj0ukOpkT/M2/l8pZRjlmXbQRJZGsuYc6xz+XwS+KVaHXPlEVBaX718xWDWYdez3LJhO8Gw+1/88X/5B1/7vVde/3JufOJ4+/l3fvyTh3feO376rFqenZxdXFg7n52eTSWOvcTrDyarpYxjTuYzzW4UCoSwWBuv8WCYJiIKo06rF5K0OtWYnqmvnpktV0rrh8c7By0MaDJv5rN0e33zWz/4/r0P/1YG4dTMTL5csmyXMmwajPzJH/6+4lpoJVLxhfNYay1kwhgGpClgDMAYBoQIxpZBNQDBBqVMKj36lmJEOwYzqZFzpGNLjFOhdRiSrk+4xEoDYKylZoZBGaOEAWEmMzTSGAhGyjTIRD6TL5WkloCRFCLo+dSwtAKOkIgihalUotsbVjO5kJHt3ROiRlB2pBUmGBFmzM3MLi9OrS4tzozX9o6Pg4iXcnmEqZBSA+p1u4DJeKU0NzN71GwqqU7v9oDJaUwHAej52fGhH6YjgObfaR8vkgEaENICyeePnn75lTemZ6aP2sdaaQRECaWlkgi7rsvTAAAjjcaqVZSKTrvtOi5XMghDhRCSeqTfMdNIBVcqwYAc02QUWQiXTRUPQwf40A+UEo7tgOIEkzjlhuPMlvPDw9a/vXNno31yNAwSJSnGXMjQDxu1+vLqUrvdDoIQAcaMLi0t1AqF59ubQRjffOXG9vYOwGmlw0icDMKo4/UdZlq2RTEUylUt1YSJzVgGFp2u1Sdn55EUGhAQDFxGPU8RrJAuZHInrVYU+EkSjuXLrUE/1BKZBtYoTGNCGJPqSCRbOuKVIkPID0Il5dtvvmkkYn3rGRYhUvrGxWv97edzi2tXLp57+a3fWFpZdjP0g08//cn3v3X/1sc2pWP1qXPXX2usnkO58kGrCyJ9eNBMlO6nUdZ1yrkMNe2uY45NL65euDi7tDRXr1Vq9UalWm9MXLp+7fL1y5Cl9anxXGksVFpoFYnoF3/z0z//f/+8vbPLNJSqpXK5Sr765huEMIw1AQ2ajJ5+TIBiMhqUGTMpxYQABgIaUi6kAoWwREhq1A+CKOK2YUiFFIi8ycu5lJlyNJ8PY1OAK5VQSgECggnFimBMCCYYISUwAoyBYdzz/brrcJF4R81es9c8bvNUdls9gjAQKnkqBAKEnELu+rmlzd5wY2NvdryCTMN2MpSgM6tra0tL5Wyh4BgOI27GMRjOZM0kxVIrpHWv1ysUigzjcrUkhBoMPKXUiCBEKH4RM4BqMYcx5jyVSn0Rvvn7VlkMWCuVKvH8+cba4tLkzFR34KUx11JhojDBjfEGAx34QZKmXqejtO55HueCYNwbelgjqZGUSmktpcrms/1+j2Cstcq7Wd8fGiYJhp5lQq8/yOUyoEbnL0itZjKF2I8/2N8f+oHGFEDjF/8jPwrDMBwvlhfmF7BBtVbLK0vz1frmxkan35da37jx0uHhYZKkp33Qo303wZlMJkySbCFrEWrnS0mSThskjIJOFC5MTdfGxpXU1DBGu+bc3CT3IpTy/nHTi8KeN9BDX7smYDBMWnZdTMAmLJLcMM0B0a3Im5iY01x4/kDE/i/+9v3Nvc3DbidOEmbQ11fOhFGEAKpTE0qJ2cbs3OrZM2euGIXyo62Nz2+///CTD588ejpWKl68fH316ktGsY4AWwxmphrnL1yYWFzKTM4szS1XqnVCmUkNzRhwnEpQQKIkoVrVM7kCZYBI0XU6fpDwZHl1YXq2+OndT/7yW9+/88GHvf198rtffgsDUAMrJJHmhIBJsUUwxdgyGCVESKUUHgTxMJHdYaTAUMgIuVAI9XsDwzKTOKkUC0IiiZKcKYtOQFjCiEls0wvMWJomo1hrnco0TAZdv9MenBy2O83e0d7J1vbh9tbe4e7J8VH79p17vaPWrbsPb9/d+OzZzu3Pn318/0kjX8hWc0oJqcHJZoZBnPqpmS9kZXr23OpX33x9dr568eJ5JrDhmppSQ3IAKGeycxM1xzAOu0OllNJ6MOhXS1XHsS2TGYZxeHzyIm98GiHXShmUVvMZQJDNZYIofuESRyMc7+gdGfmZMEI8TR8/X7955eWxenX/6CgJfWo7WiOT0Mj3BNLtZrPd723t7J50e73+sNcbKIyxPm0Cl0rHSZKkaZImQijAOJfNHh4fFmzHjwPXstyc4zpOHEaEIMe0BSYk5xz4fRHzVj8gIBHSo40WIQQABkPPDwKLmeVcoVAss1Q9eb5+0u8qBQqp6fEJQsnxcQu9+MEITNtamJ4ZDoeGwcq5XC5TEHFaYyxxDLtRr+fK5VxRci6FAIWU0tlcbv/u4yeP7m9vbwikwyiayGaKuSLDOJtx+vEQCO71PUmAewHO5w5ODnqhP+gPYp5SbL781bd/8403nj7ZjwIPAKOTLREllZlGuVzJZcrN3m651DCZcfnK5WtXbxYaY/t7xw+ff/aTH/zggw/fq7r5CxeurF28WJpcFGB0Wi2VqnKh4hh2OoyVEEm3y0zn4ScPv/kff0wtavg9/+Doo08f7jdPCBZ7u/sIyZlqgVnGy3ONq41iXxifPFv/2UcfUE2VUAKnmAIBSqTUfhgrpWIBGkAohTBOosgyDUKI0jiWPIjD3s7h3PIys21EtMYoFZHUkoChESOoy8PU85JmUz7fhM93vV5n6AX+MIzCOEmlTIQAAC0lpphrJJUEiWyTMQIfb+xWi47JIKHAkVaS/PrTu3Oz9Ww5lyiBEHNypgR8s1JJeoHHqeehMsudq9c/iwa7XWQaJJTUoogoyQU2KcEjfXQkZEhFMJNCYIyr1Uqr2UKAlVYjWhFgUFoRTF2bJFIQgjk/pdBppTUgJSWARkgThKVSQqcQ+P/Xv/5X//Sf/jevv/nKp5/eT/oDZNspUoMosjCxXOdwd4dQRgErhqxMxjHMdrerxehtwoBJHAtKbS5kt+cdmSeDNH20ueO4djFfylFDREHERT/gxRxxstnXrl99g5F//50fPtzbxIIiZiAlvohwIARbh/vNVsugNEljoZTGGiEQEmtQz9afX750/tNP76kX/YaK6LF6NYnCubnZ2PexQbc21t1cVhrkS1evEMqG/lBFERdCBypCmCm0tbnz4Mm9dr9FABxh8VT2Aj8yrLnGVBiFjp0LPI9aZr1QTszgOA7tfAnsHEcijE7OLM3NT5S6mwM87ChCgPD56TLoVn/78XB+rdZoTE7MWbalAYPS49XyxFe+9s5vfO3xw/Wf/uKnO5sP/7v//r/NWdnf+93f/co/+NqlC1cUvrmzvX5/47HN487O03LZhjjcuwsF0JcvThhB6zhwN08OLNcYDv2wk6SmJX0FxUKDmHfW9/r9tNywf69y3drEoYAAACAASURBVDEoefvmS5btBlHc84NIoHZvGEQiSjjnKcZICQ4IZUwTKUEpRloRijGGXrddrZUQQBJGft8nQvZag6OD44Ptzebm4631zc/u7t55tHP36eHBIBnEMdcSCAaCLZMZlmFbJmNkFBzBGACAYY2xYRIoWpbJmEhFnHARcz9Jpsulcr0kFEeSUwxEI6TTHiLJMHIz4Fh2nkS5Smlzby/VBEDxMPbjOI5SP+Ftz4vCMAzDMPJdxyEIslk7SUScxoOBpxECPUrkECkkJlAuFDAmKeedweDFthRGd/i/M00hDRhjBFLLVPONZ8/OzJ+rVUvMNuvVSj7jtjpthZTJTGIwPwgZoTcuX5ybmpgbH6cYdfq9UUIERu2lWgMGpbQXBrZhtdodpREGnMtYnAsguFIocskRgm6rWwpkud0+bLX7Un4BpfzC/QYIcyUjIZQGACwVUhorLUe1nK/dvPHrW7c1QoARoXhleWF6oiE4Rwh1e71KvXpwfDxWzE0U84OnW9vr627BLRZKWioeRVoqIdIkjR8/f6wMyNnOME28RNQsIzWobZlSpjiR/U5/5/DoyfaGa7Akig4H3fbxcbkx5jA0OzNjDNGf/dn/cxB04jBQ2H7jwnSh6FDH/PHPPnr6+LmlheUWS7USNohhGGEcA6B6vXT9+qXFxdXaxFQ7Gt757PYvfvjDx59+TpRYXFlZu3iFZMuRndvf7222hkj42oBrK3P+IA15OO4wQ+EgRUiryWq2aKWYsNYgVgqoY0yMjWfybq7skOnGmOnm/SBMhNBccs4RaNNiUkpKSZomBGMAxEzqZlysASSKh0ES893dw3t3Hz5+9vzR080HT58+29o+PDk5PGmhOGIYYUSozaSEfmIICYA0KGUQijAJ4lALSQlhFBN0amAREgiolCeMEim50CpNOVcy4Ugn0dJkDUmpkERIKSk0x3zQ8VJjwk5FPNw8DjePh4Vi5vCk3feDgd9HhDzb3AVAO/v7g34/TVMgiFLDtmzXNeOUp5x7w+EpyAgDQkgqSTCUCnkMGGMyjKMk4SPDHyOAyajQ6XQWwqcWDIS08uNkd3tTRqJWKU+OV5yM7Q19RqhtWbVSpdcbJJzXSxV/MOx7Q8e2mW30+94obnS6sNcKgdIShWEktZqcnFhbW+p1+pSSrGP6XhRyXizkGsWy0RlczhirFP62ORDA0Qt3+gtZY3RLQRpOveVan5bdRGl87dL5h4+fjiyxlJKbly69fOlSsVTIOZnddmt2fLx53Py9qy+Nl8YeHO9+tLdeL1XGipUXkVUkGer22t1uJ2c4CZIoFk0vnDGNrF1Mvfj+/UfvP7j3+d62JxOSdyay+Va3k3OyD0+OF5dWonhgGs6tX91eP9kWqW55nkXhn//zP5lZPLP/8GkiAkLZzsH9Wx/f4e3B/Pycm88BaBAqkfL5rbulSuXStes3X7mxdumSSOWvbn30s1/+9MOf/Xxw0jq/unbmypXZlbXc2KQX6iQYMiGe7+yXxxuDwSBH0ZAnKOUFh145v1Rk1CgW84369MLc5PjYVL1WrxTI2uJSdaw+SineufupDJJipWAQBhiZlkEBZMojP9rd2nv88Nmdz+5+dvfe3cdPnu/thEnEkeoO+kIkUgmNkFBSgcoZ4DLuxzyJUS/QRwHRmiglBVJcaROwGt0lMdYaayUoJQBACQDCQDADMBhlgCiBlCsEehBEU8VCbXYMCCAuJQMlEylQlHgoiSTOLcxUUwWNWrHZPnK4/M/feXVqYrxUMLZ3jlq9oVCSGtQwbcskoIXrZsIoDQJvMPQRAo0UxlQjCYAIJuV8DgAIpUma+kGEkNZw+iQp9UWoZ1SNibRWGIiSKhW82T6UnItEH+6fpFHMoxBp1el33YzbG3rFnGtlbIoRRogS1mx2lNJo1KWjlJJSSaWUHEVDvWFQzbhAEOcKachUcXcQEmBu4MmDvana+PTk+CfPn7US/UL61XjEqoFRKRhCSgHSCJFRyg60BgSW5dSq1f29I8BYCb6+vb2zvTtZLAkuzHw2aziDMEg7PR31vAzLZrMkTevFEgilMURhhJXodlrdJKRAW8EAEWOr03rePPz5k0cfH24UJqpzc9NfWj370tTsjeUz2LYnSvWY+7t+f2JmJmdngNHbt24hyrhU19amN/aatVxh2GwWz1zY2Hi+UiITeXvp2pv/0//6v3/jL/+KhFG9XMqWSpiLp598dtLaWjp3mVK2OD332uuvXrx2w8nkm93Oz9/76V/8+Z9t3X9QL1cXF5YuXrkytnbuIKJh7NcYjNXqW71geWW+PDNfnJowiw2r2CgVKyXLJlwRzAGZtpsjX37jdQzIMk0CUK+VapVyGEd+EB7vt56vb3969/6n9x99/vjJ892d1qAbpokmiFJact3xcrFccDKOadkmYQxjjDHDGBo5lLMSgggClEjd8bWfjBCICBBIJQ3bVEpxLqIo4UJKqaXSSikhJEJacE4p4UIojYAwoSRXyECwMj8JBtMKWUaWEpNaJvf9I1UchgOWxOeX6kcb2/n6WNY0q/PzOI6WJseNrHvr83tCIxASABFmG9TKWBaj8qTdUaPC+tP8u0ZIE0xKhTyMOhQRGnhDPSolQOhFpA1RAowSpdQoGIcJUVJLIWzbNC3bGw4Hw0EiEgUo4QJjahBqmZaSWiaJz5M4SYXkQRyHcTTSyKVSSkml9elUBKC02t4/Pr88d/Hi0ldfbvzXvz+1UGV3nvt9nxf6Qxh0X15dNIT+we4BghdUJTW6oqtirTBRr87MT4+Pjw36fSE4BoKBKEDtdidv24fdDiDQBFNMOsO+UvrkpFmrlhwn0+r0zpRzipDJi1ePtrfjvl93cirlo/CdVMJ17IE3HIShhZnJ7C5Vr62sjVXLv3Xt2mKpslKq8yjqpRHiSIfxMOgkDO/2+gj0RH3WwPjTTx8owl+/Nr+WKdze2G8OBnOTNTc7UbUEU+HOwVG3ddAoVt2S/dnmk/bR9vvf+skv/vIvusOO7WQW185mXFdjEFxVy+XLV6+cu3xpYmpRE3bn89vf/MZffX77VjoMG6XGtSuXFi7d8LAbgZ5ojBWrtfFKuZTJKSmFEEhLTKldytOUEsK1YZA/+J2vGZh6Q/+k2dzc2Hn0bOvhk/XHzza3D/ePO80wTRQgy6AZx3Jt02SYAAGlHWZksw4QlHEzjm27tlMsFQqFvOuyegYRFSdCpgoNUxZJkkiMAIRQSCOpuNZISkUoSzmXSiOEOT/tKRLqFMOPMZVKJ1IIpRMhwyhdrlfzhQxwLhCNBBz62Ey64cAnhhMY7lG7p3HGcdwzK/MLYyUFOpXYZfTW/YegQUhZdPIYozjmBmXNXqvT7SEApYRBqZAKY6S1ZoSV8jlAGBMqpYqjSOlTe8FoHWSazDQoIaC0QkhLpQmmGmGpZJqmwdB3Hdt1HYRUmqRRGHuDQbffRUQ3purLi7NXz521KYTDqNsbxFyM9vEviHoACABjDTCiBBQLxYlKMZvuNwpDKp1GNb1/GD089Hs8mslnFpfP/d8ff6QxRuqUR6mUuHrtwm+/8fra4vzq1PRsrV4sliTW3W5fKQ0Yc86HQaiRRkpiwIooio1oGKYETVbHDIu0ur2VYtH3hsdhnEbDdvNkjLqMMkxZqqXlWEKkz3e2sWkgAC9OiIK5YokhzBBjQdKL/TQMMMUSYTufcyuVKEh+evduK+yMV/KYyFJenpmozNhGlOK7WweM2TvD5OnQ/53rK9PzKw8fP5yrZTCjSTi8urh8YeXi7U8/SPxOs3MoI780NbV07iyihGCtJVKJLOQLywtzly9fXj57jrmZx8+e/+KXf/PhL9/fff60mi2ev3SlNj2nwOoOwlarmaTCMkyEdMy5SnjnsMn9ru41vTQheWreuXv3zqP76xtbx52On0Q8TSkBw8CWQR3DsCmlGCPAWmqkQEopkE6l0kKb1DSpiTCRUjFGTaDFvDtZ4nPjJIwiwSlHKNU0TLRUglKikWaUYISUVEppTEZJZE0IQTA60HGUpDnbJpQCYKW0UEojnXJpKzQzU1YEUwApoxxN4yQFgpIkfPvqBZ9Yj+4+KJeyhELgeY6dITRbbRTvPH7WORwEaRyLWIvE8700SbnUKU810iONWipNCFZKMUILufzpFzHGSguk9UgQAABCsWuZI5cB50ojrBGmhCJASkmNtBR64HlxHHe73Va3d9Lr9ga9xZnZer5waWX18ZNnTzY2dw6O761vxlxqJQHJL3QGdHrQAKUEKaUUshmp5zPt5vaSc3Dv6V7Wabx5rvjxUfdJT44l8bWVtX/3619FpwlqAKQnJxpfuf6SihPBRZLyII0JoDPz89V6pd3rxnECAFKmFy9d6Pb6SADVVCg0NVnNWWz5wvlSubj+dCsnRMY27empwOsGnj8cDC2NidBMIUYh4CHJ2VEYaqWarW5koCAMyggTJBGG2CDl+vjM7MLs9HQjU6Ch6nU7P3l8D4Fcmp23iaVb3ccbna/f2fx47yhNUw2sM/AnJ0sayEvzswMKa9e+NDW/trS4DC7+9Xt/HR01s7ZTz1kg/Gef3EkimJqdzeQymFFigdYglDYMY2Ks8fLNm5euXret3GHz4M6Dz3/w3W9+8usPqk55YWVtam6u3Jj1U72xtTNstUHKYav16OkziZXk8mgQEg5KK21iahuGTQ0DtMGISYBgBghGZ/Ooj1kDYIM5pu06NmNkGEXtgTcYBjzmFBPGiGuZWvEME2NFPOwPwwALRXsRYoZrmRQw0qOiHkCUYi21UJycstgAXsB/hJTFjBOLVAilECg0YjpA1xuuTDTqk1WOCFEShE6EAoHOzS989mS/1fFVjnb7keGUQx7rMKU0CTr+8sL4QISrizM7u8eIUIRRHAWKi2ypWCyUAz9ACHE5ytFqAChkc6PNDCEkTZMkTbkQWmvAGIO2TFMrjQB4KpU+7UIgGHPJR31EQquYc8vJjEDASOtmp7V1eAQYHj7fHCtXWv1eFMej2Z3Ai+3S6QimRyr4wvxsLBI/TmrVRjWnvTDwEjU+PVstW6X06M5OmhHyd1L/281OO+UjOoDQ6o2Xb5iAuOApF0mSaASm7URxVC0Uwig2bTuKwlRC3rbevHnjuHfix3G94v7Ryy/9Vzeuxr2BcEsPH627RBao44xPHqyvk1Q+aZ+0+t0nJ3vpwBdBVLLs4XHbCyIu1OOj/ZWxccTM2vxMfXymMTdf127FKXjN7v7+we3P7n3n4w8ftI+My2swNqe9rsXsf/Wdn2/7HqPEtahpMIVUEkdjc3OR75m9k84wTjgvlwrZXL5eqkwvLtYX5juhl8s7xWqlNDfzb//qW3/+b/4N74aFQqFcLduuwwyGMaZAkiQcq1VvvvTKlVdenppYtE338fqzr7/75+/99K9jLyrk8wsrK8tnL5Fc7aTV7bQOKiZ9sHFguqUnOztkrl5DgAApwAhhwACSEEYoAEFak9GSklAEp54eRmnONkuuzQwqtEKgE86TJFGpxFIwahRtqBZUpx8MA5lodBxAnKiMbTFCldIASCEllRJCUkwsSiglqdCjuQiQTjknWiqCUs6TVAmkkdJCy1QpkLg7JH/zoPv55xsfff7w48+efvDZ8w8/flwpm0E6zBkm1anWxI9FEvtCoYeH3aVa/dx4qdkdPlzfEkIKqR03k8lmpEJJkopRTEHK0Qmgtco5GUoZYCwET9IkTVMhhdZ6VNGKTxNxiAuhtB7xi7RWI44vQphgbDCay+U4H22QQAgFgF999dr2/sG5tcXZ+Vlm2WmaJnGiRpjhF3k7gBF5A1kGqxQKrVa34w2XKsXHO4ODtpHQzNVVKw66tx7Hr735Nph0uHL2k88+B4Jz+VwSJZ1Wu1YpuY4jNcKUEISlVEopnvCD45PL58816lU3YwrQg06vmimcm238k9euzzrFAg9Uwr3xseb2bp2x3nDoTtZJEtsWeXzctAiNFW9G3la31TxuHvb7zaG/0TzxkuT1a1cmy4265UovPlrf/uzOpz/8/KO/uXfng8eP7neO+jLJlEp6drG3c+zqdGZ8ypPxxStn3nrr1d96641z03N37j2RXNo555ULC0tl+/PNJ53D472DQ1OIcmOiNxwszc+evXhuZmV1amauksk4Wh/0W1ve4Pvf/O7zuw8KbnZiYtLO2YiC5dhpkN7+9g8Wr5ybW5hfO7u2uLKaLZb2Dk/ee+9nH/3ybzefrBPAy0tLCxcuVGZWUzPPDOwPh6WsReqVEsZfABzxCzwtVkgBwAjR84XRHGlNGDYYA6lGAqlJmIEQAEpEKkUaBHHohwXMozCMhKaAOxEOU+UYFCPAGCmtDGrYhiGR4kJwpZQaVXgiPQoyaaUNnWoBiGilTcPEmCEEGMNuq3t/fePpzu5286TZ6bY9f5gmHT+aqxaiJOGR4nHQTPHR7kkKIFJ4+82XDzcfDzrNb/z84+4wQhhJqbOWbVl2lMQjYFgcx6euaqSV0gnnOcclGGsMcRLHccyl+qJ65UW7n9Yj7hggwBgQogRLqb5AxGCECMYaIcBw8eblN9+6+eqF64ni55bnJqq1d377twa9/rP1jVMz0ilr+wWACcAPw3ql0un3wyjoDsMY0UTTuQk0k41i5dzbTBjOHSHWPznKz429dfOlG2cvPN3b7vQGR8etvJvJuI7gggsVpTFXKPQDbFn9Xn9taXm8Xp2fmXezhe2jvf/lK29dypX9g8N6IbPV89JC6c5nt2eqtcVqRRGS5ypP8WFv0PGDgmGEQiitjpOgl0Q7vd6xH0it1rIF76D7vVu/eu/Tj374+O69fueE++VSfrE6PlsvFQzGNRUO7T/fME125eLaf/Kbv7VaHIPj4wefPv3o9ud9308YSqS4eflM99m259KlnB0AGTP0s/uPssVyd2Oz32yF+5t7z57dvXcHWPLVK2cblk1N4xfrT9/9+l+tf/JpI1+dWZjHmhzf3/nOu39WOzs7NzsPCtVq9SsXr1y5ds3MZY/b3QcP7//spz+6/f57WWwtnzkzNjc/u7BWmpgKI0kmazVAmBAC/3/Ti34BwlVaM0IAAyXYNA1GSZokXErGqFIy5kmipdTKIsQ27USlNiCThqWcchwcxKifIj8CSvAwjqnGAiklpG0w02BSaYV0KiUmFCEtpJBS2pYlBGQNKmQqtIFBM0oR0pxzigFhghTioLRmghCBLDAoF2j18oyL0x/9+uk/evu1iUlaq47rYZP6Xq6U99zC0d7xwsz09mHLZcCliJOEGsxgppJqZEchBGuttYJUCqSUY9uYkjRN/SBUp0/oaDmECQBCoKQEgjVCUkqCMcF4RBAjGNu2QzCOowBh9C//x3/xz/74n6yMT/3gr//6zddeKeULba9XMJznW9tPN7clnG5Z0Qv06ouMJhJSYUK4EHHMe4PIMKyzE+5a7eDhM/Xu+/vjZ1cyrt3F+OLcskhDg8FL589v7e93BoOtvV2sFaFGP/ERMKSxcs1abdwPYkKsTKFEKBsbK/9+pXzJoL9+97vf7zXvPNp8b/+wnab5fGZj7+BSYywB7BqmEaucwW6fHCRKmohwLVOpvUT1eMIVzxUrU/VKKw5+8uyxmy8uV8aXpmqLC6tiyO8eHR2N1fe9AbaB1BteLKJ+J6PZD771w3//4x/98P6jp0f7rSSJMRgKR368cr0Yx0fNuGuqMsVES3RyfPBs/1EqE0fGSRzmi6bO1LOUxGAcx4lrwm+9847fbP96d/3db77783e/c+tb3/zlj79RXpjp3F//1fsfXPvSaxRjDbqYz9+88eorr79WGWtgw9g5Ovirb/7Fj7/xbtrzSsXK2PTs2tVrpFGpvBBlNEIw+neesmVGG4mRZomAMUZAIaVGv5dKSSVNwzAY00oBRkIlVOGsScdyvJLBhQx1LD2IyUlAKKFYQaiU1KCRTtM0FadBZEKIHj0KhCBAUohYRDFPtaEyhlHO5SxGGMGjr0cNKlRYjxBHCkmVpOBcOLfyD155dbw+XnDJTL08mct5vW5fEoyC6eUzC/X8j299fOvW0+XFcWbRZntYrYwlUSillFICAn3aQDlyPCAuBGXMMS3PH4ZJrNRoyYhHyivBBCF92mKmNUKgRi13mGCMTdMAwIVcznWdGzeuv/P6DTPj7u/tVibGsZZrZ85KjI7390038/Htz17w7xD6wnV0es6ilAtKsNRaSZQpZBAmBRgslOm//PreQLIvf+kN06DD0NdSYQVpwuM4mZ2a9KOgN/CPO70kUeVMjpmWAlzKFAim9bH6k2dPlqZnZTo83G++HXWi7Z0/ffL88zBqpSIl2Ot1MnauR1GJWBHFhmWCCBzKjntewFWfJz4XKcKSUqI1I5Bx7LfPnt0+OehK0chmh37onT/TnJx5srd13DvJlMpGGmcMQ0zOpEF4vLX/fG9/ezgghTJzHEAEKCOaKIy5gus33N39zvjsihr0X1tpDNKEYuIrvVAfR0rXx4oGYy4xd/danUHv0uVrZdBHuxvj1dzrX/mNhVzj8+e3GjU3ipP+ya6bzVVWJi7dvGlZLmWAgIk0tW1rZXnl7IVLMzPzxWKtNfR//t7PfvXLnxxs7lGpyXi1PHoBCMGU0pGz6gUkAo36GUcxC4axQbDB2Cl7TEqEkMUMi1AAAEoF1xKjoiGn8qlWEmkMKo6VPBpgIZHGCJ/21SJCsFAIIWUwQ3AOWmOCR68gBkiVEByVMxkHmBRcS0EAIUwUwqA1AHCFjJybqddr06uTN37zD986Y5Pkxx/fdp2qZO5gONzvBPVKrlGbS5IIaVWam/v1rz/9H/7xV+8d9Xs9L2tiPwwxQC6bNQyGMEglRzHhEZgrTVPLNIdBwIU8RSFh0Op0VJFSIqSlVCNonhqVoymFNDItQyPNCCnn8yuNSQejpbPnnz64t7qyJoXicdSoNHYPds9euPjtb38P/b3Z8ovi5BGVQ2stBR+h+BTCY5XSzlGnZJrf/zzUGhcL2eNOs3nUMkxTxGnKMMYAQo/X6qlW7W6n7w37/T5BkHUtg5BsLj/oDY6Pjh8+eXD3waPtnd0/zqO/2Tz8Xt9LIz5Ik0tTtRv1WsvNnZ+d9b3u7u4OVbpIGSHUYHij19WYAiCKUYZgw6IylsWsM1OpH4hkanyqH/ub3X1y/go1XIuZ3c0tN18wpM5lbF4fJ0J2do7qr75UOLtauf6SpenguKlBIyAIaanJ4iIww8owPJWrDjEvpGyrN2hUit5xtx9LFUlv4CU87kVhAnpifiE3NV2bmxmbrGUo3n72LMOFimW9mjMMStIIRXJiZnl8eppaNgZsGFhrlKbcZsbU5OTZs+fOnDubK5ZPWt7DRw8//PA9MlmvASBKKSEYodNqayVHjl09GnCBIEoIBjTK1yKEAGlMCKNGmCaREAkXPOUmxoZpY5RW7NQyBKPKdkzEcXOILTPvmGbCUwaIALiWKThPuGKU2qbxwmpJALCSMu84tuliDUIKyzHzuSzGoBBKVWpSu57P/Ys//c/+4J2b//D1i29dmfmN2UzJUgZgTbRF2EQlOxz22kF/cXq6HfGJudnM2LLsNN+4edmwzO//9S+kEIEfIoy44ELwKAzm5+ZarbZlO5bpxHECgAjBfhAIKaQ8/dOUUkhrSjHSWikFhMgXoxF68d5qpQjBhBCkUGfQ32sdjVdKhUxxc+MpI6xSGZOgDw+OiZYWtbaODwkhA8+DESv4C3Dk370FeHQpVqnKFwuZXPk/fnIca0mIuHr27NKZxTBI+v1+THQ1V8AMG47p5jMrczNj9fLRoC9y2ePjpjcYHJy0Pvns88cb672wH3Fh2Zn/9M2Xi8VyNFtrEydbr7759utzc6s9bInAS8P+2drE4KRZzBYqpkVst5rJHHU9oZVNGXZcL9HO6uLh3u5ytbJgl3iJAmZLS0thnKrxmbTgmsVqIlV0dOSaGhCCyVlFzObG88aFS5X5xYIBtD52cv8JAxAACBTFmtni7OxceNQ/GSQFbn220e4p2e60fGGkkvPIL+QyYWgMwSgVC6X6pIWgUKhls4WMw85dmSN15HU9GYYZ0BLJUMf/+i++8+l7vyxb+erUmG1bhmESRoCMQN+kWi5du3L1ykvXsoWSH6dkolYdfehK6dP+6r9nLyEYACE88gwoJZGWWmOEGGOASZQmpzQtjBEmCGmGiW0axYw2IS26jgbZ83g7hBNPEEzCNOJCSo2V0oZhRFxqJZRWQms0KgDGwChNuEJKIC2KOTvjWEJqhEApDQJSJZBCZ+tT1Xou5qAiHikZxjLW1MkXHIdtH3Ujrkvlsazj2k4ub1Jve73d64Sd4cLyfDf2njw7FEhxLiilQohcNtvveZVKzXFylJmcJ5JzBFohpJFWUo/KDZSS+BT1jhQ6NdWPbEFanyIimUGFlIQQKVUuV7i4vFAqus+fPg/CMBz6UwtLaaoG7XbCk/3NnemV5ZtXrv7yw1+dnjto5A3RI2cbQVjDqOVdASaEwfjY9EmnqwRgAjdffpkp1Gr3mycnqwtzBhDbyjA3l1DnuWDtXEPVJ9DsmXhna9jpFCrlTCZTLpVq5SKl+PzZxSCM5dRki5OZ+ZXlcp72w1ZzV3GfYpIrZGtgDoZeSrAB0Or0nmwdHPhRKx52JekpHAkJGUfESbvX2do/Ulkynq8c9nqXl84y2+hDxkYKYdZ99Kzg4JybJ/NLCcGdpxvVK5dwsQDEDaidHh4IzxcYg1SasNmKmc2QUqmakTBgPgFpMlSolVbL7pjNMjl7d7cbsSxKhu1OlMYyHXZ4HCKtzHyFD9LSVOb1r/wBssTMSxcvvPL6tTdee/vtd+48fvDTH33nVz//lUWsQjZTqJRMwwA2Wr+jJBUZ171y9fKZC+fI1FhtxOYfTfYjeybGeAS1HmGnMOgXUGgMgDHCQkrOX8RcNFAAjAXSOJGp4qqSMy0WBolSQgRcALBIrxEdrgAAIABJREFU2olCPNEIk1gIrZTSiKcCMLYYVUgnShkIZS1aylizNWeinGWMKamxxlJowAZQ5nPtcZvzOIySxfkZYjEKCFBICWNYZgBSLp5+9qhmmVkLBgLde7Kn/UHGAZRGnSSaHW9cmmsQU+8ftmOuEMZccKQ0YGwYFgYmlaaUJkk0ug5hwGrkgDiFg2mMAWEklT4F/2qE8Qj0exoxBg3MNBjFhmV/6ZUbKomCNClVq5Zp1yanB73+4dFBEHiCkCvXX45879H6xnAwREgBGlUrjJZIgAFpQARhgRTSijDj0tnz3X6n0+1prF995WYxW2y2j6FQ7tuFnUzlSYzuB+pey3u2vXOwuxnvbGWOdzOAhr7nGPa1Gy+P1QrFTK7fH2StPPP6GZM82TrgwbAfnMRpIgTC2Bj0/ZOTXtgfHA+iJ0dHDw53P2k27w2GzSASQgokCABg5DYmai+9FnaOjvutZrvPU3Btx1fpxVrVCrzjfJFX6t7DZwULWZYtppbBMPrPnlXOnUub3dbDrc6du8nxEUeKopH0gvL2cKJRtRAaRkF+qrg6sVAlOWazzd3jLMMGI3GKDqOUGvbW9p5d0CuTZf94kCZe0Gxu7Hx0IHs1cxrJ/Wb7pHs4VJLuPLi/ND6zUCeGoZRrfufr7/YOm7OTM8VaBWM6siErJXvbzTgIyHRjDE6rWdCLghZQpy1gejTfjiz1I2qtUkpqpU4rqUCfpuSFklooQFpTTGsOqtpxxgbH0FImUsJhzzAdY8i5bRCFCeOIEhLJlGEgCE2WnUbOLGeMSsZ0MSvYhpIIIayEYISkCgWcY4yVIm1OLYqCOJysVKq1AkFSSmIg1W7tJF70fGc7SENMVAFrYmexhVqBv7PXv3XnwZXliX6nGbSCyI9vPdxItErTlDFayBc10mmSmoYxQmwCQZzzL3aUp9F/rTHGmGCppNJIK30Kdgc8Il0rpA2DCSlyrst5Oj09c/Xi+W7ryDKtvJMrN8bcbL7VazfmZhZW125euyaF8lv9+48etjrdUc8fQl8UUI2mII0AGQgQ4CSKoyBO05jbyLFzzYPDqOPf84Pd1atHHt96/qD75GG0/Rhvb+SS3jQm4xmzzAypULvvKR7mqZER+rh77PWD7nB4ZnF6dmFm5/BEImlwGPSCo053Y2//wd7eru8/84LtIGoPB5FCEZiQJqATzAw8O4t6MSCZrdUKlfHx1dVMdSxpHw8BGEGmkaGWMV4okfbxgQfdpw/KFli5XDqzMO2Qo8fr3buPju4/GOw8j8OWLmQZNlIlKSiJ1Pi4OW6Q1XLxafckikSDmbvdYx2nlm1GwyEi5trKzES9vO3p2BLX56bRYHgcDIgWlOAD5O80t3JNfz3YQV1ZcUzh44cHxy5uNcq1nIorhA86nf/z6+9+//vfVT1/eXklW8xTamWzmbsf3rn9o2+QyXrtxSc+amXUelQQh19YfzFWGl7ExhFgRAlGCORI1sV0ZKqXGimMlBamwVwjLbuxASnWaT1vcyQ3W2Ayl4C2Gau5rJRjUyU6U85Z5P9r6k2CLM2u+75zzh2+6Y353suxcqixq7qrJ8zdDYIEQIggQZmyJNhS2CHL4XCEd/LeK+8d4ZV2dtiOsC2HwzYh2wIokAJIzGig5+qpqrqqsnIeXuYbv+nee44Xr0AzV7nJyPl9957z//9+1I1VA9V6N507ELBRbLXGWVVdFNXltACQIECI7OrgKiRWGIqqcGW1eeUKEQdkFrQ2QwktE11fTtJm+2cf767EdPz4YFzTtWvbne1eO8p8mT+9PH/76dnb9x8BB6PIGltVtbaRIly4tITFmAgRnauUwgV6EZG0VopQLU7qiCGIVs+Ao4tbEyCsr6x49qv9QbvVXFtbu7a5UdeVqz2I9FZXV1c32nHWEP3mD//m//pX//u7v31nPJ/9u5/9lJmVKAYGEIWEspACAgmJAswa3rPWurRJ70/+fnL7Vbuzffb++xezkeu0873d7PH7a8VsyetOlLasJqFxXp3l7ghDdeuWms+hzmfF5HA8zNA8ODgYXZ5D1Ni+vXPy5On9R3ufPNl/PBxSHE2dZyH0gMLCBXHFURN0JMSC4kSWX/4SS1VNpq2lVnKxfzGakeqYYrryre988G//n+BCNS9b/ZW+0enl/v7hXiMycbN1tvPcWKf15UU+HiY7651XX9z+5tdXX/99WRlM730YtGbRr1zRbd3fm8yvX902qT0aD+tGPM3rlVaDAxw8Pbl3b294Olzt4JeuXf3z7/9st6gGJjSag5+997ZaSobz8bkvRzh5sn85fjpOqHpyOuqk0XKnqbTefXRUcvj2n/793ET37n/0f/7P//3F3qnx+Nb3frB7/35teXEJ/juJFFgU//5/L8wiDLZQ5SISgELBZxMRJBEhFBGvFLHAgsisPHdMUCiBDAf0XqY+SiPd7zRaRnVbcVG4ecHig7Z65mVae2aY5PVlXk7m5XBSZgqbqSkqFqUWTCFBQAIDFAgMwKwod1YGvZV2EazWTIwmjC8LLqf14ZQGSeSsOrq4XFpqfnFntZzXe8eXg/6S4fpyWt7fPSAEhcSeK+dFSJ71wvQCq2as8d7Rs/Yi/m1tYMEeWtAVEBdjo8UlVohQITWyxtnF8A+/9rVbt6+ncRwE93afxkbPZ+WbP/nl9/78z3/40x8/PN69dGUpfuvKxptvvQsKvAQlhL/zkoBSylixkUnT1c9/oTi7ULEFm9D2jcJzRcFcTppaycXsar+tp2XueKzDKE6nzSTf2glb67R9Azc3BlG6ZYwfXZRFsbay/HT/KK9qUmr7xrWtQS8Q3/v08cV8XnvfbbQq5sK5mpl1xMFrUGySwCHutAEN1bUr5lt/8h3dbq+/8HJ9sF/W5fjh/cPDw7VXv/jk17+aVmUIfnx6uLS00sxaiqUsy7Tbks2bti57q4P21SuDWy+01jYyk06D060MQfzBSUT8B3dWekkjTpJGm8zE60DTy/FSt/XC4MrF2IlSutNsr3Y2u30JVXd91QjoZutiehESnGcsE2YbZArL/V7sTaNpupk2ypxcjBpxdHZxOQ/1bHi+3jIvrq5029S/uvSbf/fTj+79/MPdT1qNltpcXfk7j91nClQRWRCG//bXvyjFM3MAFpTFzEZIkETEE7HCoJEbsY1jo0wGYHTltFZRBE70aGp8oBzsfB4EsGSeFbw3vBBnAzLX9bh0ApK7ShhBsBTWyigFzOCZGVGRJiHHHgGAZV75xPs7VwetyGVEDy/tRdWO69PSRo9OzpXy4+n8+kZvrWkB1VsfPxisdH0xPD/cPzwY3T894xAWfMQQgrHx4j4rz26igAjaqLIsjTbaKKUMswT2C//EIikEwgi0mBIvhge1c3VVF1X1yp073/zG17ROjk4Pnjx+IqBAqZ999P63/sk//OYffuuN17601GzMzocrW9uHxweXFyMUJkVoI4pinSYqTUyUgDYi2qxfqcZjAh9c3en3i2Y7IEUs0WjofXlr8/oT48fXbujrN2T9+trVWxPboFZXA0nl3GhYnR434tj7uSt5NKsYWXvc3lxZW+qCyNHB2dlkJMzdVqsOvixrBGJwqiwkToKxCtDVwQfmEGQ6yy+K3gu3N7spD4dz1KO9/SiJr21tPv7gg4Cc3v7C2fBsfr5n42xjfcUHGBuwGzcayDppxsjiclF4btMmkAq+tXnz8vFjmc9W4+psPFapEaFQTof+opi4PEDUiB88OBAx3W764pUdqWQ0G7UbjZ47bHXTfjuOrTmelqPZJGlpY/p1yS92lj3Fg3Z7Np0klqbD2bErr68tJ1mS9VItxY/++q3tyFbn85lCyYvp9FKtD/qLeR4zL4Yxz7Qrv9N1AQozC3PgWilA8JGC1KjUQNuopch2ItNrNLpxspRFqVZaK60pZ5E4K0LkPbesj5MyMX5G8VleTSflILO1LzFWAWoO0O80SudGs0rAIjlU2CZVBV/UzMFba4JIYGFkBFDBe2AIfp6XG+vr60s9hyrJsBUHHTMVZa+XrTRh98lpoz1Y6zcbnQ32PlQhQQNZ+3/9wY8Di1bGsw8siGQM1c4VZSkSrIkWFyGrIyQqisJ7z4FJkSINICGIADCzIpLFceXvvAVhIlUWxR985SsUpYcHTx8/ejKZF72ldjNp/mf/8X/abfZ/+q+/b6yZ55OXX3zp4vRUf/GrrpX5qtQ2pSgibUAwAOggggKk9Mt33SSHYloxNTY2I5fr82NbTMejajfMV7/ydQIUiBKF5fGBXeqocpJqTc2M1jZ8s6lrp2ezs+G5Cw4FgsZmli23mqPxxfBiejweY8Cl5aW68i6IR9RkMTiKEkCFpAKJBiIRx5WUJXRb8WDt+OOPIgnDgzMb6cyaw71HpBOXlxv/9J8ffvjx5OjQxI3t1dU4To+7PVGBy9yT5bjhSHeApZ7nYIGnNzbWn7739usbNskaqttt9pOdneubg/7y6gpyPa/K7lJrXhZL2niCk/Nz1KxMNsFkPi5Lm7/79EE+dSu9pXlVDQylKm5WpY7Vp7tn3XaiDHKz9dU/++7GjdsbWzsb69uDlY3trdVfvvvp8eg4VrQyaHZju4hC4O/wB8QgmhSKILAmUIqMxjTSzcR2M5slJrO6lcTNOMriGFBAUwCpQ6gFCh8KL3kdai8gutXvgrGAWDkCSlyy0hlsjMfjfOq1VsZYCJQZW4W6rFlxIEMgIqiCSCBJjE3ieFTMDGpDFEQEkBk8CgcK7HMfZiW9cGeblWpFEnNtjZXA08sx5sXZZLKzsrVy97WzvU/G5fwXn372g7/85Y9+/f7YO/DCIl4EUZiBFAKgNobUgn+9iH6Ctdb7+m+XxCKARFoR4oKHp5gXz8lnKQZShCCAlBf5l196GQUeP3n6dG+vDu6NN15Dk64PNv63/+5/+Pl7v97bP4oju7619u7H9y9Xr/aa2ej+YyLFghCAAAiEEVCL8mH57kvVZCqnZxBcY2fLooLRuBncdHyZffUbk6pIrWFt5lHqdu8vdftpe7kSH0qfTKb1b37Zmo8azTYjTKczBkQJSMpaXU5ziO3p4akj6jSaVVXPKydIIKJCGaJGACsIJIBCDjy6SusoTnTvxp0wWHv84x+xL2v0q5///OmHHxttss0rmjkdDGbHT0womGmj07azokgbOdm4LGoblTrh2mmluugcmSLKRh8/2H+6t9pIy1a6kWWg6OT9Iwfq9HyWGrHNxvPXbjGS5RJ9dXhySropPjw5n/YzXenIQBU3e9yx08N5u2Nkjo7sbJQnPNUYIlGnn+3VpSeuzz78wAd35aUXX3rxuUavPb+49L5uJkptDAYCjMACLMrHEUWKTIRWQzuJO7HpJ3FqdUKUEMREAlR7nxeVF3AsTsCxMEPlvfdceRc4IILWYqWWcl7O62nu5xKxTocXw+G4GuclMBqN87KezMuFvaIUSCPTSmJlSAMpIkWqHcezyle1R0XiQmBeRNaY2bPUgKGcL61uLrWtBfFcVVWBAMHVu5fT//sXn56eDrtgplXeytL1bvqDX/9mVrFGASTHTiFZayWgZzbWEmoErOsKEReBUAKx1pRV9WxQjwpACCQEj39bxZJn7stFKR1YSJEL/trOzqyYFL6Kuq2N9bVBb1DO/b333vvr3/xEUKZloUHdunHj1++8m13ZdBSm50OpauTAILwgtxOBSGB/ZXVtns/r01NGWVq+0tIBxtNqNHJ1Ga2uW62KVqfQSgFDADe+SNFBmZtIadGWZ9XpcNDrtNsNIl2URZompM14PAtBkkY2G88KV7XbHedd4QOhEhDkSqIGo0J4BnYlEakrUKQcL734ko7iyXvvMTIp2vij7+z97GeC8ty3vvX0t++n6+s9i4dnl358iSZZMoqq3Hd6IL4SsSCicCVUNegCTSBOSP2zl1cPzy9PR8Pt7Y1+N7m8GLuZ+2i4+/mXnrvRXE2rWkW2ubJiGiZN0jy/ADDL651j71CpJI0ORxeU8+U050r29+YXFy5bMuCDuHk3iyDSWFanTz7K8+HZ6bA/2EwbrStrg7tfvNtsNJavbaudtW6W2DQxSaS6iBagms9jxuU0ihTWEkquKsdOVO157oMXDIBlWSNS8MG7Onj2zld1LSxESiEJUmBVOKjIlGgc2TSKpPZHF0Xl2deSWtNKY088HM11HGEImdGBcVx571i0xEhKU1XWpXOBwRhbe0fKLJxMgRmRgIWd3Gjra9vLiEykCDWRocxcv/X88XgWkuYvfvGbR7vHvSubvVj95O2P2IvjWkBxEARgBkT2zCBibVQUOSLFUbwgVQCz0Tpw8AsoFwChEEJgUVovpsYhLJ4Nwot7NKBSWgC4qP7ZP/2POlmz5amel2kjOzg6ef/eB3k9T6OYg5yPLtdWVh/vHeo0K6O4vbI0fLqv2DM8k2Q+U3UHdiYSa8uDfUAFbq6vX/XnJ1jUtXOytBzfeX7Hl3OGFAk6HdzfjzZ28kbcooi1l1Lg4nCp3SWlG2l2Y/vKcq93ORqlSZbElrSJI3twctppNwGw8IufCihxrFJBhbCwM6ACoFCD1nVVNTtdTLPzd95qJPE8jq994bX9n/wVCV3/+jePHzyE6azTbkc2uRweDy8urLb9KEnz+Umn00LfVJRXtSBN8qnB4INObDz5mx9ljaxENzkeD1qN6elYdyRbN1ebyz3dBvA2SgapLY7P0la7m7Y/frLbBUnEZFlnUgzL/erJyYXzfnljGabFcq+9bCBrthKb/PiDp2v9FUt+e2tlOpuenY8+evQpFhOe1R9+uEdFbi2or7/8XCsyTaMzq9Jm5hAvi3lZhWanWQt7IBANhCJccWCRwGGxAALExXuktSC54AmVsPjgvfe18yKolDZEXMyBQ3CXBZPWcVnVIEAAnUbMRKF2ogwQWavnrkKAVGtUJOwVgAcuKqesESIWCfzsCB4YCNFDmI7Hd3c2W0ud0vnIpiayiUmi4Nc3ulUR/vreh5/tPv3K5upbHzz84OGTWlgYgAKgUho5kBcgQkUU2AlwHCeLQrBSejESsNYWdbnYdBlFwiFwoMVKODybFizQC4uzk7AgqeOzsw/ffO8vfvhXf/Grn+ssvXnz+nv3Pjw9P02yJHivlNk9Pkyt7W2s78/KrNO0NnPe5ednanHqQMRn5QkxQrbbnp8cWW3K2SS99QoPL+LZKC+rcvfJOvvxzvasObB1bprd4mA329pqlmUyu+TaTw7PrzQMoQIJCEKklSIhVVRlt5UpHTXTeHf/oJE1WHhWOtIRB09csU6A9GLe9WwZGLywaEPzp0etRF/e/6QGiZLW2qufe/rTnwiE5suvSLtX7D9e2VguT0+vb606oqODfYV6yRo1qy8bfR+c1bb0Pha0jAEDziZv/fxv/uwffzOcnL18bXU6qVY3++P5rG2yqpLj/WGgOIrV8Oh49+xcaQmi15bX37/36Ajr/PT03SeHx64eLDWkqhPC60m63rejvLBZ1O/1V7vNeTWzWsaXx1UlabO33GqmXH38yYN3Hu4J+/Fopl5/4XpsjLFKEViFrSSZ53P0ohR4HwKLBCjyfKHEW/TeF38fQZhD4AVCkMWHsAiPAiKSEkIXgtYaNQWuA6tAaQhQcSjrunBSVj4m2up3zosKgJSChiajVOmDIBplUeByXip+xnmVEKrKl3Vd1z6IeMeKQ81hVvi13vLa5iohEIt3lQvOB27GjYJpHsLj3af3Hux/sL8PhF4QBaw2f/iVFx7sniHysyQDs1bPvnKl6O98I4iKQvAirBUhSBCpXWBhrZT8TlO5SDRrRVrrxf8GKXUyu8x9RYhX1tZefOGFn/70Z5GxSRQJy+XFaF6WGPj3fv/3fv3OvcbGGglqo0a7T2GxBhBAQSAEBBdqq627vGSFGEDnVRIbno1dUY/zadzp2TsvyLzoF1OjVYEA7703v//pwcNHJ3sHIUyXkyyLYkButxr53EXGIGAxm7eaibGRApzO55GNmbn0zKBAmLhmncizbdwipwFQO8YgpBk4ckVRVXVVN5Lo6ovP7f3yVz6Ea698LqyuV4+eOuV5OrZe+LkXql5v9PGHxqouIZQz12iI82CVR7Z1TURYV1/t83e+/OVWkg4aURph3Gw0KHvw7uMil83tJYzi/d1DMNjsr27c/sLZ6dnsfJK06Yuvv3xxeHzpa0Pc6S5FqVlqtaMaUcdr3b4lc3kxhXp6Ppr0B2uim+eXo7KqD07PZrPq6u1r1qQfvPfJBQMhIQMjEiqDAVCgdmyVQcQostpQDb7wTDoGsvOKq9qXVZXnOYdACyq5MaBUFMdKKRYJDM4H54PnwOIrV5cMU8dHBV0UfvEpvOfa88m0yPMqVWY2nxaFG1e+LHxDpZkxRV1P6np/nudKB6JpPh8WRSmCpKM40caiJWWsiqKS+K2PPh2fn4kr8mrCXAbvfe3Oj/duDRpfurnZiqKcS3nm3xZBEMZv3L7pQhDyAYUIjdGLbHNwdVXmwVfAAUA4MAG2mg1cJB8QAj/DejrvF8JjZlaKkjiOo0gp9KEWDsF7FA7Bi8gs1KPp5OD0ePf46MneweOnB2eXE0FdMmc2gtkFMjrkRrejbCxAIASAjLhIHWHtyuNjBtGMgWhy8EBzjaCCBEoasr3BZUFWDQerpYrk9kvzrDXeubr0x9/e+tPv3Pjq122Ues8MVNfBEzgIQliHUJY1KRU8Xd3cWYT52Afg8EwxILyg4QMzISAiW4veKbLa2OnZOWgtwU9mk+HxOdpYkZ05r20WIitA4MlE1JGw/tzL8tW/98n9R9PpxUaYtB7fbyhWomtvAtfsIWk3vnX71uHh3mg6d2pFfPP442NV17NAm7e2GeOttZWVQRODPtjb377z6qtv/DH7UorSHV+kmeq01Kyo4qg4PzvZWFqbQ1pAY1w4sPbgbBSSqLWy4ljiOFvfvNpZW9q4smL7vcik20vt9vag4Fp98daO1RaJCFVA753fPxsqo6LIOh9qHxRpJEBxIkErAqUAVVmUrWZrUeFyZeWdL8pShH1Y2HuV1spabUi0BPAVBtBQu9qXwVc+1H4RhNdzFxRyv90SwAV5cOJmk9z7ELY77Y1ew9VBIRVlFdkUAWvnXPDMjAIOhHxQIJPpdBAna4NuZCNCHRmcA54fHB0Nz9796OlgdfDw0QGSUkAAQRAB3Wzs1jfbJ6cTYIMkpFChccEDg9YUQtBaP0tFARqlkjRh5rKuK+cR1e9WJRxFRiOlSaK0qopChAGQUAEALLYkSr904/aVzfUf/+KXeVGXLgQbURKbKI6z9A/eeP0vfvSTlbt3O2kMaVpOp+XFpSxwjEQYnq3GQlnEq4NofdVdTES0YrHMlatnaBvbt9Plno+7wTQw1q3JpLG11VldNSaOBdhqfXRoSBnShCprJhhYBC4vx41G1u31f/Xm25P51DEDQF5VgAoAFRcOdFgQ5EEWrmcRUXXubYre+bp07EUhSWKeuz3b/awux0u37jQG3dnT40xqXU4HS51Zby3PGpkBf/Pa4TvvpKBXGw2u6jLBqHY+TgR4EKqvrZAWt9RsHD59+sH798+rAgINeslmu+2rqZCfzVVp26u97uG9e/MR7z15v78+4Hz66Omwt9R4Yf3644d73/7GH0lVx4VHKshSs7+8tJy5WvrNzq9+83ErMif7p346i4karQi9mp0/fX6jnSkkhTrI4rXGs+ei9rMqLHqOrEgbY41K40iZCMngYingPSLmRVFVlfeeRRihdE6AAoBnqF3Ii7osXFlK5VXAzBF5AaWBFJIyBIpZau+cd5PK57PCiPjKAQcFJjAS0d7lJEKdREorUUhKIVIwkbHGxNpYYw0SAIpgBerew93JJA/gAcAHbCiKGtlyr/f6l5/baCfXbu3UwXvvJSyybfpXj57AJPcMTBwpeu2VW1VgQgaFgESkaleK+EXiSUDFyvSXlmwUs4CIWK2VIhsZa0xiVF0XeZEzKg4YmINAYE+xTtZXey/d9SsDhxKtrSfdbtRqEoDUdajKEJi0jZpZwyqHahKovbkFAkgCpJSgPKvMYFB66ebd9NYLwCQauSpYC3gmpDA+zVWMbgISNLPJ0mmclmISxDJtapuJtiaKiHQtrq58AMqSmCUogrqs4yy+++ILWxsbaiFJgIU2hDUEEye02Eris2QkIhCguFpQKUqI4uzmTieLTNJa6rabGFbIW6J56RgVe6xFUqW7yL3ulfbvffPhyeHx8Hipyq+cjYISFRwFfz0N49G0DHGaJbHGuNeqfGUzDSY6PBufnY4//mC3mI+kHM8rOB2e/PK335/G7bOLajh0j/fP7j53bbh7vLN2pe/jtm6l/eY0l5Oj0cXhUa+xtNTqnJwMVa/x8ODwYeU+m+ZZFl8Ox2mzNSrL0/GkG4sOEgg0ALKIAip91Yhsp5kF9kYQEIIE7wIHYYFnSVGlk4YBZkDtQhBC7x0ilnXNsrgXKxEJpdNaE6AJjsURArB4hrL0RcmKKItBRDmBsa9jq0sfhFlby1IrMaiwcnVEVAqnkfHAjTjxLBwCocor/0zxBUIQPjsd7R2edwddIQkSkChLks5Sr+mZbPStP/sH//J/+l/2D49neT0fj8ppySJv750aDSxw++YVzWy1iI9YeSdMgWKlgnfK6kVbSAQU0trySlVVRVkaHQGwD6H2HFhKEQgeFSrGdLnX3dlJ1rb12kqSNCFJ6tnMFUV1OvbVBBR2V/q37z73yu07z9+6lWDU76+42DoHTWVgYwDNJkxzpkUmi4VFnABXwBC3B8g+YIyIFiGQAEjU30hDlZts2fpTiQkgC5VP7Zit9UEH51ElRvvgHOh6EQJnEVCINBuNW0vt88MzFzzxwj8rpBXXCoU1aQ8eFqU1AUXkSQHXyB5UxmTAq6Tdxb0TqeY7Vzbjokwsx3F2dnrQjBNiRk1zF5aypilHt3vt7tdf/+GPfk6M6+sbgzGVp4weAAAPY0lEQVTPllYmzr1IszTr+FyNJ9Xm1vWV51sXk6kfPgHHEifBhLNJ0ep1C+9Xl8xp3SgOjl54/QVN2f/43/y38yz5/l9+iBJ0bXYPnw42Op0ogWjnt+++X5ydRJmlEtqpvNFfu/fpAcaQBfvZ8HyzY/OL/X7aKNg5URoRhD0ppYiYdMVsGMqi0EQeiZHFc+V8FMeEJCILpI+rnACzD6JVCKCQ4jgVQAHxIUBAYKgDl94p1AG0YnECefChqFBpbVCTXlRBgg9Kq7J+ZgCoqzI2FIQ5qHHplFJWWUzl7HLSbFlCTpMkr12oniEVlNYcQh7C25/ubm+v9QZNQi1IgHRydj4/udhZ3YBp9V/9B//+ZS0X5fBvfn3v8dGJjeJ3fvo2xNiKo//6v/zn//Jf/euIKFjwHEtwmkLFklCEAAyBEEVpYYm0vrK69mR/r6prEPEcCAGiRrOXDFY2Otevuv4VWVluzvPKWD8e5ZPLZnVJwRLy8y/f+MLnX3rp+bvLWauF9umj3f1fflQQlwZ10GSEYyyll926OX77ncXkfeHqAwrk+ejnP9oShjhhIQHlg4pIA0tOwbT7xHxhklCVMwnbIVQ29n46giQDCZG9vLwwZEBJGhlBAmZEqOt673T/lZc/98knD9NmHOYstcemCoCAVoGvy4oIgRcfEUApQU2uBMBgAEIAi8PfvjVeyjSC9y6APB76OtHz09Ow0lZJq0u4A8U6gY0Epaiy9h/93pe/92/+ygcJ6ytzk36hMVdVfXRxsrU+qCp8Z/dgub9x89rd42qUxMQgIbTaq0Y87WxvlEePcXa6vLHcliiReHVrfW90+ejp0VfvbrbidmeQ5hfTM9NfHzS+9fXfO/nsIc3Lh4/PProovnJzeTBIrVXzuRtdnFCzX1dzr1mpVqRQfen21RACAngXmGVveEEBlTXaqAU21oUADAQYXGAfgve190VepElCikhpARIm70PtXO1qt1AkIqPBSHEqTvuJlZzZsejAgER15YDZC3jmsqyMUYu0mdFGK7JKlT54F8rAIci8rBYeO2BY6nSNJmGoavdsTCGitAaEoqi3+53e6gARSDBuNtudLjaTk/NDyaeT4fG08FTMKettr293TNxYir762ov/5E+/MWj1lgcdb+P1TvKd13Y+3j1GQRMnBMDC2pgFq02REuYoipBoMpvJYjxIsP25z1359/7D3rWbptGqxZjxlCejxBUdVypFRjQa/erK8p9+7Y12iPY+uP+X3//B9/7ND/7fn//szceffXR4illzcGMTGeukFRx3Wtn5p59hAAkBUYQAFAXg4N3k0Wf95WVtWTG0YuN8PXa48urno2arTJoVqEZZKQ41Ipe10arHpfgqn886VckgJrKtLPWuIqHjsxNj9erK6uNHj1+582IIldXR+eWlKAuIzEGzAxUJEgqjUoTAwuCdCh6sJRMHUsKSDpZf+0ffdg7tZJRkLW4PYu0mD3Zb7Wyl0bjdTvsGtKs9aSaDoBX7Tx89HvvixsryXTv5k63k5GTicm+z5mq302g0itOnVI85ICF34xh8fT4ux5fnfjY6PT5vZWqt2z4ZHo0vnjy/1W33u+CmeV1urq9ENi3YNPudUJT5vGz1N4rZ+NYrVydnw/ceHc6mVQ2Ue9fstKq5m6Puov7g00ctAxpgEXdfpP/FVT41Bgir4J81PYjIKkEkQmYmJna1Fylr74ILz57VUDtPRMpoaxUCMAECQPAOBG2yuOBqFtEghKhIBMCzV8RBghMmCFxrEkIQpeI4Ds67EILwvHJNRAQJwsGFIEFCiCM7nReLyn4IAZAmZfXRk8Pt69uNhg1GA6IE18xic/229tVHuycXM5fOhz5qNRSdT8+++/f+YGOloxAK5SJUd7a3N3Z6nUbztVfLv/7Fx1zUzC5JUgBZ9H1ZRCF65/qd7rwoLkYjRaQi03/9q3584ULlROnYJuiQeMly6quJaVRAQPLhhw++93/8+e7pxXhWOgVceUijF1//vBTV8ajkpHWe2SVtcg3tVidaHpSHR4AgwgBCSGhTKZ1uUaTg92+/+sPf/pZQAyGWpVUwNVpz1dA2j3VzXiKSUBCAqRLllVEaSSFwQqpcvKgDKaWSOIqUbveXfvHumzArg42cd6Q9gAIywDnCwgQCi2YsLpbCSouO2HtUyoD4ujr9dD/NWnMMA6hv4rzdStu3t85m44J9wRBjrC0rEB+QIFijX3/jKyW7l9db23EYn8/XeurRvdlpeuRE57OpBhwNT2oX7FKndlB5HvQzWoljkEefPd7ZujovsR3p0WTm280v3rm63l0CA67Mp+NyPBk2El17oipAnNROj4+nX3puhxX4Yir5tJLkcpIvNTQhKsNgoh/e21cvbq8rRc/62cjH56PIKm0MAqAxC3QzCoJAcD4477wvQyClBdADKm2UIkaofG20QUQO7FztaydByGixSrHE4jTXGDyDBKCi5tr52rmSnQvimZmQCMvaESkngj4ASQje+2BMZBQt0FXz2tUcPHsWWmysEPGZngtxMiuvLDV6y32ltSIKwJaiWGnWEioXivlrr790sH9ydrA/2OhPJ3zn9nWILF3Mp/Py9Gw/qEwnpttq/PaTx7WviMhoIyJEatFMlEXYATBJs1k+Dz5sbl/t3LiBigJiiNOm0rU2pDAWkzM5Y6ooKbQ9bGTvv/mu1dTZWSmYG7euXvvjb/XXr+VROvr0Y/u51zOkWkSIakSHMH30EEGUMAI2kwYpbYQ10zyUh7PKEgiDUTye5q1vfPu1rY3pNFeIgUMcnDIqFSaxDi26uS0qfTlcnDg9ByTlPZ8Mz3utpq9Cr91pthpPL0eo7WDQmcxmiMSIKpTKWEa16AQRAlROxGESC9oFT5icb21tmHrWqioo8m6a3Vxfkyq3Lp9Oy16/O1hebkQ6SIh1QooF/SR3n7t1g8/mM19RKJyKItucYhX74Mp6jNZYvZQErwwFIYS4mT366Hhra5BGanecB5PEJo4xmaPPLJxPpstbW8Y7GyyL90KD2Pu6mAavRnslh3FRHl8c3bm+0zI+6WRHo/pyMkqyRl7Bg4PTO9eWIY6fdSADQ15Ujw9GBErbSCkCVCGwq+qyqOpigYjyTERGJzaKbISKFKJ3vqqcq7wA1hxqVzsJAUmUdij1Ys4CUgY1AzuGeBIWqNAQhFEroxZnLZQAwUsQqYOrnb/Ii/NJOSn9pOZZUSBCCDQuyrxyeemrUiazuePgmB2zECrQnuViNv3os+NiXiMSAyrULOx9blxYXe6fTma//su36qoabF/Z2thUwVVzH3n35i/ePds7+trLr7RiasXRoN39F//5d7NGjKDZB+e89wuEnARmJ1D5kGizPlhBhdDpzbXpEKZxZLSeR5FEttXunmdJ0e2midEgECVN0oZCgfa5f/Dd7f/iX7z0D7/b2bpd+5p6q5ODE2V0QirTiDpygvr2SzpLCYmNJtTMLMgBobTag+I7zzsvWmHtQZFq99tqPosgUFn0rWlY67VFpXONA5czKh9HdRCrbVVWLgR0ihAJdVG5SVmgMk0TvXLz9sXp8fZgGUJYVOA8WnAFspPgBAKXBfhcaQtgODgJgcRri8vs/pM/+nob/bwsJ2WeWNIEDx4diKHzy8vE6LLKI2WrKueq9pWPjf34/mdn83PHZKPUC861WesuY3AYyoRnMp3tH14mWaaTFFXIoLyyYX/x7oPj0+Hzq93cJ6NpMTx72ozVtWvrTXBQ5tV8XLp8WFSq0bkoYDi8PDu9OMpVo6l7y9lyd+Wj9+/vHuUldO6+8AIGr8Zn11o0nsysxeupJkQZz/LHh2cPDk8LYp3Fi8NJCF5YmCGvKr9IyistAGXtiqqezfOiKMuqds4HZlRkbaS11koTEgCExZZYIAhUYHMwBZharHOBECNjFo+LxUDdB3He+RAIFaJeNLA0qUhrqymyJgiWLiBSWVXBh8rVCzRLCOwDs2cfgiAy0v2n+8dH5yG4cjabj0ehzMWHEIJVcm1n6ZPRxUu3X/rSza2PP/n0nY8fd7Lk03sP3jwb707nexN37cryuJLzKaxIdKW/UlSl864si8lknBez2lfOex8CENVV1Wm1et1uMR5CHE+j2LNqaIp01IqaY5FYJypu5elSy1iMM8wSz6haraBtEtjNPXr23bZqt2rQNp+co8aANTMCNiIVXbsBgALaKTUnlDiuAQWQBK+8+ILeWNFIRoljx2X9wfAy1M5oCPNpoyicThKtdHAnNgWEDmEQV5UFRzp45zkALLAGWoC99wjQ7mSNRryzvalJkD0yi0jwQbkqCo7KXHEAIkHkEIxIM46Wmq122mDP5bx65dWXOXDwPtLGWus1BJFEWUDSSpdlESQwihBZa6PEdvq96dn5h58dHh0NY5tHna6Ll7iRNLq95fWOZO3L4dS5PGh7PsxT1DvdjuMYmHC+TzJb3+yRTiZjKHJ3fHC4fWUtiSjRXE/OtaYK1PnB0eH+2Ww4p7LKMrW8nNokObj/+Hz3sxdv3Gxe3z4/vXj5SvbZw9HRJaleMx7PKhXFcRo3olhrZYwOC5E5krBMi9IoXTtXubryXIVQ1yEwa22JCIgW7msf2HsffHDO8UKfimStJUQMFbNDERT0YZEn864KYcGUYhHByGqlyAdRpAREKVyIfYQDMNS1A0UCMi9KayOhZ/C6hXFRRPh3gte8KgdZtrHSNobiJHJVYU0kCIG5t7SctHuji/FKd6lENQVWiFiNm6trCfteKuWkODkbP9zbjVOeVeXh+YVzvq7qKLKAIABlkRttkJQiEg5xEo/PTntf/BoCFbHZxFDFaqps0HEUt/IoEpOw0Uold9rpwzff7WzvtO/cDUhAKGWdTorzD58Md++nX3xDK+UVe9TkXCSI7eb0ww81kCAoG6Eg1B49YyNZ/vIbVlx1sG80XebV1Te+epm1PQShpC3Vdjk9SDoJsvaurIWqmvKRXAz73fZap2+tmcwLUjAajaxRJoqssSE4rfHh48d3b9769NFjz4ykILCrC2XIIgACKmKlAZWEkFpdzWdJHCuiyvnlTqvZyt59/8PY6pVBP02T+Sz/6MGjQb+3vDwwRAJijOYQlDIQ2Ci3vtnL2lGqlbYhZbq8yJvN5d2D8c7OLRIO5bziAj2urV25PDk7Ho8ia6fj0cnZ5c5aBxFRtRrtTtqJYrIsZjaaBebOUrq+2m1z3mg0cXDl0urzoxNyUAGmie4MWkUII+Tr68tX1peyJPZBE+Dj0+H/B4hj5txpl83WAAAAAElFTkSuQmCC",
      "text/plain": [
       "Console does not support images"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 256,
       "width": 256
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "a blue and white train parked on the tracks\t\n"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-- Loading a image\n",
    "require 'image'\n",
    "image_path = 'visu/demo_img.jpg'\n",
    "local img = image.load(image_path)\n",
    "img = image.scale(img,256,256)\n",
    "itorch.image(img)\n",
    "img_batch_raw = img:view(1,img:size(1),img:size(2),img:size(3))\n",
    "-- Preprocess the image\n",
    "local cnn_input_size = 224\n",
    "-- sample the center\n",
    "local h,w = img_batch_raw:size(3), img_batch_raw:size(4)\n",
    "xoff, yoff = math.ceil((w-cnn_input_size)/2), math.ceil((h-cnn_input_size)/2)\n",
    "-- crop.\n",
    "img_batch_raw = img_batch_raw[{ {}, {}, {yoff,yoff+cnn_input_size-1}, {xoff,xoff+cnn_input_size-1}}]\n",
    "\n",
    "data = {}\n",
    "data.images = img_batch_raw:cuda()\n",
    "protos.cnn_conv:evaluate()\n",
    "protos.cnn_fc:evaluate()\n",
    "protos.lm:evaluate()\n",
    "protos.cnn_conv_fix:evaluate()\n",
    "local feats_conv_fix = protos.cnn_conv_fix:forward(data.images)\n",
    "\n",
    "local feats_conv = protos.cnn_conv:forward(feats_conv_fix)\n",
    "local feat_conv_t = protos.transform_cnn_conv:forward(feats_conv)\n",
    "local feats_fc = protos.cnn_fc:forward(feats_conv)    \n",
    "\n",
    "local sampleOpt = {beam_size = opt.beam_size}\n",
    "local seq, atten = protos.lm:sample({feat_conv_t, feats_fc, ix_to_word}, sampleOpt)\n",
    "local sents, count = net_utils.decode_sequence(ix_to_word,  seq)\n",
    "\n",
    "print(sents[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "iTorch",
   "language": "lua",
   "name": "itorch"
  },
  "language_info": {
   "name": "lua",
   "version": "5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
